{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "In C:\\Users\\Han\\.conda\\envs\\my_project1\\lib\\site-packages\\matplotlib\\mpl-data\\stylelib\\_classic_test.mplstyle: \n",
      "The text.latex.preview rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "In C:\\Users\\Han\\.conda\\envs\\my_project1\\lib\\site-packages\\matplotlib\\mpl-data\\stylelib\\_classic_test.mplstyle: \n",
      "The mathtext.fallback_to_cm rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "In C:\\Users\\Han\\.conda\\envs\\my_project1\\lib\\site-packages\\matplotlib\\mpl-data\\stylelib\\_classic_test.mplstyle: Support for setting the 'mathtext.fallback_to_cm' rcParam is deprecated since 3.3 and will be removed two minor releases later; use 'mathtext.fallback : 'cm' instead.\n",
      "In C:\\Users\\Han\\.conda\\envs\\my_project1\\lib\\site-packages\\matplotlib\\mpl-data\\stylelib\\_classic_test.mplstyle: \n",
      "The validate_bool_maybe_none function was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "In C:\\Users\\Han\\.conda\\envs\\my_project1\\lib\\site-packages\\matplotlib\\mpl-data\\stylelib\\_classic_test.mplstyle: \n",
      "The savefig.jpeg_quality rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "In C:\\Users\\Han\\.conda\\envs\\my_project1\\lib\\site-packages\\matplotlib\\mpl-data\\stylelib\\_classic_test.mplstyle: \n",
      "The keymap.all_axes rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "In C:\\Users\\Han\\.conda\\envs\\my_project1\\lib\\site-packages\\matplotlib\\mpl-data\\stylelib\\_classic_test.mplstyle: \n",
      "The animation.avconv_path rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n",
      "In C:\\Users\\Han\\.conda\\envs\\my_project1\\lib\\site-packages\\matplotlib\\mpl-data\\stylelib\\_classic_test.mplstyle: \n",
      "The animation.avconv_args rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import folium\n",
    "import json\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rc(\"font\", family = 'Malgun Gothic')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= pd.read_excel(r\"  .xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(14, 10))\n",
    "\n",
    "ax = df.plot(x='Date', y='Minju', linewidth=2, linestyle =':', color = 'blue')\n",
    "#ax.spines['right'].set_visible(False)\n",
    "#ax.spines['top'].set_visible(False)\n",
    "\n",
    "\n",
    "#plt.axhline(y=0.7, color='r', linewidth=1.0)\n",
    "#plt.axhline(y=0.5, color='b', linewidth=1.0, linestyle ='--')\n",
    "\n",
    "#plt.axvline(x=\"2000-07-01\", color=\"red\", linestyle=\"--\")\n",
    "\n",
    "ax.set_xlim(pd.Timestamp('1947-01'), pd.Timestamp('2024-10-01'))\n",
    "\n",
    "df.plot(x='Date', y='Jayu', linewidth=1.5, linestyle ='-', color = 'red',alpha  = 0.8,  ax=ax)\n",
    "#df.plot(x='Date', y='Jayu', color='red', linewidth=2, linestyle ='-.', color = 'red', ax=ax)\n",
    "#df.plot(x='date', y='baseline', color='blue', linewidth=1.5, linestyle =':', ax=ax)\n",
    "\n",
    "\n",
    "plt.xlabel('', size=20)\n",
    "plt.ylabel('Frequency', size=22)\n",
    "\n",
    "plt.xticks(size=18, rotation=0)\n",
    "plt.yticks(size=18)\n",
    "\n",
    "plt.ylim([0, 40])\n",
    "\n",
    "\n",
    "plt.legend(loc=2, prop={'size': 20})\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= pd.read_excel(r\" .xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.lineplot(data=df, x='President', y='Jayu', marker='o', linestyle='', err_style='bars', markersize=15)\n",
    "\n",
    "# plt.legend(loc=2, fontsize='x-large', title_fontsize='10', markerscale=1.8)\n",
    "plt.xlabel('', size=18)\n",
    "plt.ylabel('', size=18)\n",
    "\n",
    "plt.xticks(rotation=90, size=18)\n",
    "plt.yticks(size=16, rotation=90)\n",
    "\n",
    "plt.axhline(y=0, color='r', linewidth=1.5, linestyle='--')\n",
    "\n",
    "plt.grid(True)\n",
    "\n",
    "plt.savefig('figure_2.tiff', dpi=600, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= pd.read_excel(r\" .xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "sns.lineplot(data=df, x='President', y='Jayu', marker='o', linestyle='', err_style='bars', markersize=15)\n",
    "\n",
    "# plt.legend(loc=2, fontsize='x-large', title_fontsize='10', markerscale=1.8)\n",
    "plt.xlabel('', size=18)\n",
    "plt.ylabel('', size=18)\n",
    "\n",
    "plt.xticks(rotation=90, size=18)\n",
    "plt.yticks(size=16, rotation=90)\n",
    "\n",
    "plt.axhline(y=0, color='r', linewidth=1.5, linestyle='--')\n",
    "\n",
    "plt.grid(True)\n",
    "\n",
    "plt.savefig('figure_3.tiff', dpi=600, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= pd.read_excel(r\" .xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.set_index('President').sort_values('Jayu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['change'] = df['Jayu'] - df['Minju']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['change'] = df['change'].round(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Han\\.conda\\envs\\my_project1\\lib\\site-packages\\ipykernel_launcher.py:19: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,8))\n",
    "y_range = np.arange(1, len(df.index) + 1)\n",
    "colors = np.where(df['Jayu'] > df['Minju'], '#d57883', '#d9d9d9')\n",
    "plt.hlines(y=y_range, xmin=df['Minju'], xmax=df['Jayu'],\n",
    "           color=colors, lw=5)\n",
    "plt.scatter(df['Jayu'], y_range, color='#0096d7', s=250, label='Jayu', zorder=3, marker = 'o')\n",
    "plt.scatter(df['Minju'], y_range, color='#003953', s=110 , label='Minju', zorder=3, marker = 'v')\n",
    "for (_, row), y in zip(df.iterrows(), y_range):\n",
    "    plt.annotate(f\"{row['change'] }\" + \"\", (max(row['Jayu'], row['Minju']) + 0.3, y - 0.12), size=18)\n",
    "plt.legend(ncol=2, bbox_to_anchor=(1., 1.0), loc=\"lower right\", frameon=False, prop={'size': 20})\n",
    "\n",
    "plt.yticks(y_range, df.index, size=18)\n",
    "plt.xticks(size=18)\n",
    "\n",
    "#plt.title(\"Debt to NDI, 2000 and 2020\", loc='left')\n",
    "#plt.xlabel('Difference between Jayu and Minju', size=18)\n",
    "plt.xlim(0,12)\n",
    "\n",
    "ax=plt.axes()\n",
    "\n",
    "#ax.xaxis.set_major_locator(ticker.MultipleLocator(5))\n",
    "\n",
    "plt.gcf().subplots_adjust(left=0.35)\n",
    "plt.tight_layout()\n",
    "plt.grid(True)\n",
    "\n",
    "plt.xlim([0, 8])\n",
    "\n",
    "plt.savefig('figure_4.tiff', dpi=600, bbox_inches='tight')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= pd.read_excel(r\".xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_1 = pd.melt(df, id_vars = ['President'], value_vars = ['Jayu/Minju'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5.5))\n",
    "g = sns.barplot(data=df_1, x='President', y='value', palette = \"binary\")\n",
    "\n",
    "#plt.legend(loc = 2, fontsize='xx-large', title_fontsize='15')\n",
    "plt.xticks(rotation=90, size=20)\n",
    "plt.yticks(rotation=90, size=16)\n",
    "\n",
    "ax=g\n",
    "\n",
    "for p in ax.patches:\n",
    "    ax.annotate(\"%.2f\" % p.get_height(), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
    "                ha='center', va='center', fontsize=22, color='black', xytext=(2, 25),\n",
    "                textcoords='offset points', rotation=90)\n",
    "\n",
    "\n",
    "plt.xlabel('', size=18)\n",
    "plt.ylabel('', size=14)\n",
    "\n",
    "plt.ylim([0.2, 3.4])\n",
    "plt.grid(True)\n",
    "\n",
    "plt.savefig('figure_5.tiff', dpi=600, bbox_inches='tight')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= pd.read_excel(r\"  .xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_1 = pd.melt(df, id_vars = ['president'], value_vars = ['Jayu', 'Minju'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Han\\.conda\\envs\\my_project1\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: \n",
      "\n",
      "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
      "\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIUAAALKCAYAAACskuEuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACkIElEQVR4nOzdedzlc/3/8cfLDGMYjKUZlBpjK8qSKWuMpaif8CWiDRUxWcqSihApia+lkqQsX2RJkrUsjbJEoiyRbCVZM5hhMHj9/nif4ZqZ67rmXDPnXJ+zPO6329yuuc7nc67rdd5z5vP5nOfnvURmIkmSJEmSpO4yT9UFSJIkSZIkafAZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcaWnUB0y2xxBI5ZsyYqsuoywsvvMCCCy5YdRkdx3ZtDtu1OWzX5rBdG882bQ7btTls1+awXZvDdm0O27XxbNPmaKd2/fOf//x0Zr6lt20tEwqNGTOGW2+9teoy6jJx4kTGjx9fdRkdx3ZtDtu1OWzX5rBdG882bQ7btTls1+awXZvDdm0O27XxbNPmaKd2jYh/9rXN4WOSJEmSJEldyFBIkiRJkiSpCxkKSZIkSZIkdSFDIUmSJEmS1NYeffRRDj/8cNZaay2WWmophg0bxpgxY9hjjz145JFHen3OVVddRUT0+2fKlCmD/EoGV8tMNC1JkiRJkjQndtppJ6699lpWW201NtxwQ55//nluv/12Tj75ZM477zyuvvpq3vve987wnGeeeQaA1VZbjdVXX73XnzvvvPM2u/RKGQpJkiRJkqS2Nn78eI4//nje/e53v/HYyy+/zD777MOPf/xjdtppJ+68884ZnjM9FPr0pz/NfvvtN6j1tgqHj0mSJEmSpLZ28MEHzxAIAQwbNowTTjiBhRdemLvuuosHH3xwhu2TJk0CYLHFFhu0OltN2/UUev7553nyySeZNm1aZTUsssgi3HPPPZX9/lY177zzMmrUKBZeeOGqS5EkSZIkiWHDhrHiiity6623MnXq1Bm2Te8pZCjUJp5//nmeeOIJ3vrWtzJ8+HAiopI6Jk+ezEILLVTJ725VmcnUqVN59NFHAQyGJEmSJEkt4dlnn2XIkCGMHTt2hsenh0KLL754FWW1hLYaPvbkk0/y1re+lQUWWKCyQEi9iwgWWGAB3vrWt/Lkk09WXY4kSZIkSfzmN7/h/vvvZ6eddmL48OEzbHP4WJuFQtOmTZvlH1GtZfjw4ZUO7ZMkSZIkdbepU6dy11138c1vfpNtttmG8ePHc+yxx86y3/SeQmuvvTbzzjsvI0aMYOWVV2afffaZZf6hTtVWw8cAewi1OP99JEmSJElV2GGHHTjvvPPe+H7kyJGceOKJ7LTTTgwdOmv8scwyy7DpppsycuRI5ptvPp544gluueUWTjzxRE499VTOPvtstt5660F8BYOv7UIhSZIkSZKkmW244YbMP//8vPTSSzz22GPcdttt7Lbbbpx33nn86Ec/Yrnllpth/7POOmuWn/Hiiy9y5JFH8u1vf5sdd9yRu+++e5a5iDpJWw0fkyRJkiRJ6s0ee+zB6aefzrnnnst1113H008/zXHHHcd1113Hmmuuyf333z/bn7HAAgtw5JFH8rnPfY6XXnqJH/zgB4NQeXUMhSRJkiRJUscZNmwYe++9N4ceeijPPfcc3/rWt+p+7k477QTAzTff3KzyWkLHDB/bfvvtqy4BgPPPP3+uf8b48eNZfvnlOfXUUxtQkSRJkiRJ3WvbbbfloIMO4pZbbqn7OaNHjwZgypQpzSqrJdhTSJIkSZIkdazpCyINGzas7udMX31s6aWXbkpNraKuUCgiRkfE9yPi/oh4MSIeiIgjImJ4j32GRUT28uel5pUvSZIkSZLUt4suugiAddddt+7nnHjiiQB86EMfakpNraLenkLrACsDRwEfA84A9gVO6bHPyNrXfYCNevzp7BZssnvvvZeddtqJZZddlgUWWIB3vetdnH766W9sX2mllfj85z8/y/N+8YtfMP/88/Pf//6X008/vdfl9771rW8xZsyYJlYvSZIkSVJznXbaaRx33HG88MILMzw+bdo0TjrpJA455BAWXHBB9t9//ze23X///ZxwwgmzDA+bPHkyu+66K1dccQXveMc72G233QblNVSl3jmFfpOZv+rx/eURMQ04MiImZOZkYJHatt9n5l8aWGNX+/nPf84SSyzBWWedxaKLLso555zDLrvswjvf+U7WXnttPvvZz3LUUUfxwx/+cIaucGeeeSbbbLMNiy++eIXVS5IkSZLUXM899xz77rsvBx98MO9///tZaqmlePrpp7nzzjt5/PHHectb3sIFF1zAsssu+8ZzpkyZwpe+9CUOOugg1lprLZZaaimeeeYZbrjhBp5//nnGjh3LpZdeyoILLljhK2u+ukKhzJzay8N3AAEsCkzmzZ5CzzWkMgFw0EEHMd98873x/be+9S3OOussrrjiCtZee2123nlnDj74YC677DK22WYbAJ588kmuuOIKrrrqqqrKliRJkiRpUOyyyy4MGTKE888/nwceeIAbbriBBRZYgHe+853sueee7LHHHiy22GIzPGfs2LHss88+XHPNNdx8881MnTqVhRdemPe85z38z//8D1/4whcYMWJERa9o8MzN6mPvBf5d+wNv9hQyFGqg+eabj6lTp3LzzTfz97//nQceeIAXX3yRxx57DCgzom+xxRacc845b4RC55xzDmPHjmX8+PEVVi5JkiRJUvMtssgi7LXXXuy11151P2fhhRfm+OOPb15RbaLu1cciYmhELBgRy0XEfpQ5hXbLzNdru0wPhSZHxJBGF9pNMpMhQ0oTnnTSSSyxxBLsueeeXHvttUQECy20EK+//vob+3/+85/nsssu47nnSh53xhlnsOuuu1ZSuyRJkiRJag8D6Sn0LeDA2t//SwmEruixfXoo9BIwT0T8GzgfODQzZ5y5Sf165plnWHrppbn33nvZa6+9+OUvf8lWW231xvZrr712hv0333xzFl98cX75y1+y5ppr8re//Y2dd975je3Dhw/ntdde45VXXplhKNrME2pJkiRJkqTuMZBQ6IfAr4GlgPWB0yLiI5m5S237dcAWwPPAYsAGwB7AuhGxfma+NvMPjIjdgN2gDIOaOHFivwUsssgiTJ48eQAlD765re+5557j/vvvZ7nlluNPf/oTr7/+Ouuuu+4bP/fRRx/lrrvuYuWVV57hd+24446ceeaZ3HbbbXz0ox9l2LBhb2yfPtn0bbfdxiqrrPLGc66//noys+Ft+tJLL83237I3U6ZMmaPnqX+2a3PYrs1huzaebdoctmtz2K7NYbs2h+3aHLZr43Vamz744INVlwDAqFGjOqJd6w6FMvMR4JHatxdGxOXAbyPi15l5UWbeD9zf4ykXR8T1wC+BrYELe/mZp1Bb1n7cuHE5uzlw7rnnHhZaaKF6S67EnNZ3ww03MGLECL797W/ztre9jR133JEHHniAIUOGcPjhh7P77rvzyCOPcOihhzJ69GjmnXfeGX7XhAkTWGmllfj73//O2WefPcO28ePHs9xyy3HEEUdwzjnnMHz4cI477jj+/ve/s+CCCza8Teeff37WWGONAT9v4sSJzoPUBLZrc9iuzWG7Np5t2hy2a3PYrs1huzaH7doctmvjdVqbnnTSSVWXAJTP4J3QrnXPKTSzzLwK+A+wYT+7/YqyMtnqc/p7usUBBxzAWmutxZNPPsmll17KkCFDWHHFFTnrrLO46qqrWHPNNfnqV7/Kt771LZZffvlZnr/sssuy/vrrM2LEiFnemEOHDuWSSy5h6tSpvOMd72C55Zbj2WefZc899xykVydJkiRJklrN3Kw+BvB67U9fhgDzUeYZaqrzzz+/2b/iDZMnT25475obb7yx18d32GEHdthhhxke++AHPzjLfpnJI488wm677UZEzLL9Xe961yxzEQEceuihc1ixJEmSJElqZ3X1FIqIpXt5bFPgbcDVte97+1mfA4YBE+e8RNXjiiuu4LHHHmOXXXaZ/c6SJEmSJKnr1dtT6KKI+CtwJfAKsDawD3BBZl5e2+e0iHgauInSe+iDwK7A2Zl5Q2PL1nT33XcfTz/9NHvvvTcHHnggSyyxRNUlSZIkSZKkNlBvKHQisDewHTAcuBf4OmVFsun+AOwH7E7pgXQv8CWgNWaB6lBf/vKX+eMf/8jnP/95DjrooKrLkSRJkiRJbaKuUCgzzwbOns0+pwKnNqIo1e+yyy6rugRJkiRJktSG5nj1MUmSJEmSJLUvQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJEmSJEldyFCog7zvfe/jy1/+8oCfd8ABB/D+97+/CRVJkiRJkqRWNbTqAhrlggsuqLoEALbbbru5ev7pp5/OLrvswpZbbsnFF1/c777rrLMOf/zjH3nooYcYM2YM73nPe3j7298+4N85duxYnnjiiTktWZIkSZIktaGOCYU6SURwxRVX8Pe//52VVlqp132uu+46/vKXv8zw2M9+9rM5+n177LEHe+yxxxw9V5IkSZIktSeHj7WgeeaZh7XWWov//d//7XOf7373u6y11lqDWJUkSZIkSeokhkItas899+TMM8/kqaeemmXbHXfcwW9/+1t22WWXGR5ffvnlOeyww974/rDDDmP55Zfn3nvvZdNNN2XBBRdkueWW4/vf//4Mz/v85z/P+PHjZ3nezGbeT5IkSZIktS9DoRb1sY99jLe+9a384Ac/mGXbd7/7XbbaaiuWW2652f6cyZMn8+lPf5ovfOEL3HTTTWy99dbsvffeXH311c0oW5IkSZIktQlDoRY1ZMgQ9ttvP0466SSmTp36xuMPP/ww559/Pl/5ylfq+jlPPvkk//u//8t2223HqquuyrHHHsuKK67Iueee26zSJUmSJElSGzAUamG77LIL88wzD6effvobjx177LGsu+66dc8nNHLkSD7wgQ/M8Ngaa6zBI4880shSJUmSJElSmzEUamHzzz8/e++9N8cddxyvv/46Tz/9ND/72c/q7iUEsPjii8/y2IgRI3j55ZcbWaokSZIkSWozhkItbsKECTz22GP8+te/5oc//CHLLrssH/nIR5r6O4cPHz7DkLXppkyZ0tTfK0mSJEmSBs/QqgtQ/xZddFF22203jjvuOO677z6OOuooIqKpv/Ptb387TzzxBM8++ywjR44E4LXXXuOWW27h7W9/e1N/tyRJkiRJGhz2FGoDX/7yl7npppsYOnQon/jEJ5r++z7ykY+w0EILsf/++/PSSy/x4osv8qUvfYnJkyc3/XdLkiRJkqTBYSjUBt72trfxyU9+ki996UvMO++8TfkdPX/uIosswmWXXcadd97J6NGjefe7382YMWPYaqutmvK7JUmSJEnS4OuY4WPbbbfdoP2uyZMns9BCCzXlZ++8887svPPOszx+2mmnzfLY+uuvT2a+8f39998/w/bDDjuMww47bJbnnXrqqTN8/8wzz7D00kvP8Ni6667LzTffPIDKJUmSJElSO7GnUJfLTG6//XZWW221qkuRJEmSJEmDqGN6CmlgrrvuOhZffHFOO+00nnnmGT772c9WXZIkSZIkSRpE9hTqUqeccgprrrkmv/vd77j88svfWGVMkiRJkiR1B3sKdamzzz6bs88+u+oyJEmSJElSRewpJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXartQKDOrLkH98N9HkiRJkqT20Fah0LzzzsvUqVOrLkP9mDp1KvPOO2/VZUiSJEmSpNloq1Bo1KhRPProo7z44ov2SGkxmcmLL77Io48+yqhRo6ouR5IkSZIkzUZbLUm/8MILA/Cf//yHadOmVVbHSy+9xPzzz1/Z729V8847L6NHj37j30mSJEmSJLWutgqFoARDVYcOEydOZI011qi0BkmSJEmSpLnRVsPHJEmSJEmS1BiGQpIkSZIkSV3IUEiSJEmSJKkLGQpJkiRJkiR1IUMhSZIkSZKkLmQoJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJEmSJEldyFBIkiRJkiSpCxkKSZIkSZIkdSFDIUmSJEmSpC5kKCRJkiRJktSFDIUkSZIkSZK6kKGQJEmSJElSFzIUkiRJkiRJ6kKGQpIkSZIkSV2orlAoIkZHxPcj4v6IeDEiHoiIIyJi+Ez7jY2IiyPiuYiYFBFnRcQSzSldkiRJkiRJc2ponfutA6wMHAX8BxgHHAiMAT4NJTgCbgD+AewELAocCVweEetk5msNrVySJEmSJElzrN5Q6DeZ+ase318eEdOAIyNiQmZOBg4GXgI2y8ypABFxH3A9sDVwYcOqliRJkiRJ0lypa/jY9JBnJncAASwaEQHsAPy0576ZeQPwN0ooJEmSJEmSpBYxNxNNvxf4d+3PisASwB962e8mYPW5+D2SJEmSJElqsHqHjxERQ4FhwJKUnj/7Ap/IzNcjYmxtt4d7eeq/gG3nrkxJkiRJkiQ1Ut2hEPAtyuTSAP8FdsvMK2rfj6x9fb6X500GRsxRdZIkSZIkSWqKyMz6doxYBlgGWApYH9gVuCAzd4mITwNnAotk5vMzPW8f4OjMHNbLz9wN2A1g9OjRa5577rlz81oGzZQpUxgxwpyr0WzX5rBdm8N2bQ7btfFs0+awXZvDdm0O27U5bNfmsF0br9Pa9MEHH6y6BABGjRrVNu260UYb/Tkzx/W2re5QaJYnRnwQ+C2wDWXC6QuBpTPzsZn2Owj4Uma+pb+fN27cuLz11lvnqJbBNnHiRMaPH191GR3Hdm0O27U5bNfmsF0bzzZtDtu1OWzX5rBdm8N2bQ7btfE6rU233377qksAYMKECW3TrhHRZyg0xxNNZ+ZVwH+ADYFHag8v08uuywCtEeVJkiRJkiQJmLvVxwBer/25C3gZWLuXfdamrEAmSZIkSZKkFlFXKBQRS/fy2KbA24CrM3MqcDmwW22Vsun7rAOsBpzdmHIlSZIkSZLUCPWuPnZRRPwVuBJ4hdL7Zx/KRNOX1/Y5BPgTcElEnAS8hbJi2emZ+afGli1JkiRJkqS5UW8odCKwN7AdMBy4F/g68MPpO2TmXbXJp48BzgeeBk4FjmhkwZIkSZIkSZp7dYVCmXk2dQwBy8zr6X1eIUmSJEmSJLWQuZ1oWpIkSZIkSW3IUEiSJEmSJKkLGQpJkiRJkiR1IUMhSZIkSZKkLmQoJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJEmSJEldyFBIkiRJkiSpCxkKSZIkSZIkdSFDIUmSJEmSpC5kKCRJkiRJktSFDIUkSZIkSZK6kKGQJEmSJElSFzIUkiRJkiRJ6kKGQpIkSZIkSV3IUEiSJEmSJKkLGQpJkiRJkiR1IUMhSZIkSZKkLmQoJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJEmSJEldyFBIkiRJkiSpCxkKSZIkSZIkdSFDIUmSJEmSpC5kKCRJkiRJktSFDIUkSZIkSZK6kKGQJEmSJElSFzIUkiRJkiRJ6kKGQpIkSZIkSV3IUEiSJEmSJKkLGQpJkiRJkiR1IUMhSZIkSZKkLmQoJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHWh2YZCETFPROwTEXdGxEsR8VRE/CwiFu9l38cjInv5s2RzypckSZIkSdKcGFrHPvsBBwDHA38B3gUcBKwWEe/PzNd67LsI8B3gtzP9jGfmulJJkiRJkiQ1TD2h0L+B1TLzsdr3l0fE3cAVwEeASwAiYj5gfuCWzJzYhFolSZIkSZLUILMdPpaZP+8RCE13FfAKsEqPx0bWvj7XmNIkSZIkSZLULHM60fQ8wBDg+R6PLVL7aigkSZIkSZLU4uY0FNqMEgrd3OOxN0KhiBgyV1VJkiRJkiSpqQYcCkXEEsCJwNWZ+ecem6aHQvcBr0bEExFxakSMakCdkiRJkiRJaqDIzPp3jlgOuBSYF1gvM5/osW1p4L2UIWULAe8D9qasPPbezHy+l5+3G7AbwOjRo9c899xz5/yVDKIpU6YwYsSIqsvoOLZrc9iuzWG7Noft2ni2aXPYrs1huzaH7doctmtz2K6N12lt+uCDD1ZdAgCjRo1qm3bdaKON/pyZ43rbVncoFBEfBs4G7gW2ysyn6njOOOCPwIGZeWx/+44bNy5vvfXWumqp2sSJExk/fnzVZXQc27U5bNfmsF2bw3ZtPNu0OWzX5rBdm8N2bQ7btTls18brtDbdfvvtqy4BgAkTJrRNu0ZEn6FQXcPHImIXSg+hs4Hx9QRCAJl5KyVEWr2+UiVJkiRJkjQYhs5uh4hYF/gJsH9mHjcHv2M48NIcPE+SJEmSJElNUk9PoYOBq2YXCEXELD8rIjYHxgIT56g6SZIkSZIkNcVsewoB6wAXRcT4XrZNqQ0RA/h2RCwG/A54AViPMtH0dUB7zCAtSZIkSZLUJeoJhUYCu9T+zOyvvDlf0I3AN4EdgGHAA8C3gaMz87W5LVSSJEmSJEmNM9tQKDOjnh+Umb8Gfj3XFUmSJEmSJKnp6lp9TJIkSZIkSZ3FUEiSJEmSJKkLGQpJkiRJkiR1IUMhSZIkSZKkLmQoJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJEmSJEldyFBIkiRJkiSpCxkKSZIkSZIkdSFDIUmSJEmSpC5kKCRJkiRJktSFDIUkSZIkSZK6kKGQJEmSJElSFzIUkiRJkiRJ6kKGQpIkSZIkSV3IUEiSJEmSJKkLGQpJkiRJkiR1IUMhSZIkSZKkLmQoJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJEmSJEldyFBIkiRJkiSpCxkKSZIkSZIkdSFDIUmSJEmSpC5kKCRJkiRJktSFDIUkSZIkSZK6kKGQJEmSJElSFzIUkiRJkiRJ6kKGQpIkSZIkSV3IUEiSJEmSJKkLGQpJkiRJkiR1IUMhSZIkSZKkLmQoJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHWh2YZCETFPROwTEXdGxEsR8VRE/CwiFu9l37dExJkR8d+ImBwRl0TEss0pXZIkSZIkSXNqaB377AccABwP/AV4F3AQsFpEvD8zXwOIiAWA3wEJTAACOAy4NiJWy8znG128JEmSJEmS5kw9odC/gdUy87Ha95dHxN3AFcBHgEtqj+8BLAOsmJlPAETEzcC9wK7AsY0sXJIkSZIkSXNutsPHMvPnPQKh6a4CXgFW6fHYJ4ALpgdCtec+BFwNbD33pUqSJEmSJKlR5nSi6XmAIcDzABExP7A68Ide9r0JWG0Of48kSZIkSZKaYE5Doc0oodDNte+Xrf2sh3vZ91/AQhGxyBz+LkmSJEmSJDXYgEOhiFgCOBG4OjP/XHt4ZO1rb5NJT659HTHg6iRJkiRJktQUkZn17xyxHHApMC+wXo8JpT8A/J4yIfUdMz1nK+BXwNIzz00UEbsBuwGMHj16zXPPPXfOX8kgmjJlCiNGmHE1mu3aHLZrc9iuzWG7Np5t2hy2a3PYrs1huzaH7doctmvjdVqbPvjgg1WXAMCoUaPapl032mijP2fmuN621bP6GAAR8WHgbMpqYltl5lM9Nr9Q+7pgL0+d3kqz9CLKzFOAUwDGjRuX48ePr7ecSk2cOJF2qbWd2K7NYbs2h+3aHLZr49mmzWG7Noft2hy2a3PYrs1huzZep7XpSSedVHUJAEyYMKEj2rWu4WMRsQulh9DZwPiZAiGAR2pfl+nl6csAT2bmC71skyRJkiRJUgVmGwpFxLrAT4D9M3OvzHxl5n1qIdEjwNq9/Ii1KSuQSZIkSZIkqUXU01PoYOCqzDxuNvv9Avhkz1XGImIMsDlw1hxXKEmSJEmSpIarZ06hdYCLImJ8L9umZOattb8fDXwK+G1EHA3MBxwK3AD8cu5LlSRJkiRJUqPUEwqNBHap/ZnZX4HVATLz8VpwdCLwf5Sl6M8HvpqZr899qZIkSZIkSWqU2YZCmRn1/rDM/Buw6VxVJEmSJEmSpKara/UxSZIkSZIkdRZDIUmSJEmSpC5kKCRJkiRJktSFDIUkSZIkSZK6kKGQJEmSJElSFzIUkiRJkiRJ6kKGQpIkSZIkSV3IUEiSJEmSJKkLGQpJkiRJkiR1IUMhSZIkSZKkLmQoJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJEmSJEldyFBIkiRJkiSpCxkKSZIkSZIkdSFDIUmSJEmSpC5kKCRJkiRJktSFDIUkSZIkSZK6kKGQJEmSJElSFzIUkiRJkiRJ6kKGQpIkSZIkSV3IUEiSJEmSJKkLGQpJkiRJkiR1IUMhSZIkSZKkLmQoJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJEmSJEldyFBIkiRJkiSpCxkKSZIkSZIkdSFDIUmSJEmSpC5kKCRJkiRJktSFDIUkSZIkSZK6kKGQJEmSJElSFzIUkiRJkiRJ6kKGQpIkSZIkSV3IUEiSJEmSJKkLGQpJkiRJkiR1IUMhSZIkSZKkLmQoJEmSJEmS1IUGHApFxLIRcUtEbDHT48MiInv581LjypUkSZIkSVIjDK13x4gYCewDHAAs2MsuI2tf9wHu6PH463NYmyRJkiRJkpqkrlAoIpYGHqD0LPoJ8MVedluk9vX3mfmXhlQnSZIkSZKkpqh3+NjrwCnAO4Fj+thnZO3rc3NZkyRJkiRJkpqsrp5Cmfk4ZVgYETGmj92m9xQyFJIkSZIkSWpxjVx9bHooNDkihjTw50qSJEmSJKnBmhEKvQS8GhGPRMSxETGigb9DkiRJkiRJDRCZObAnlOFjDwEfzcxLezy+PLAS8DywGLABsAfwV2D9zHytl5+1G7AbwOjRo9c899xz5+xVDLIpU6YwYoRZV6PZrs1huzaH7doctmvj2abNYbs2h+3aHLZrc9iuzWG7Nl6ntemDDz5YdQkAjBo1qm3adaONNvpzZo7rbVvDQqE+9v0f4JfAxzLzwv72HTduXN56660DqqUqEydOZPz48VWX0XFs1+awXZvDdm0O27XxbNPmsF2bw3ZtDtu1OWzX5rBdG6/T2nT77bevugQAJkyY0DbtGhF9hkKNHD7Wm18Bk4HVm/x7JEmSJEmSNADNDoWGAPNR5hmSJEmSJElSi2hYKBQRvf2szwHDgImN+j2SJEmSJEmae0Mb+LNOi4ingZuA14EPArsCZ2fmDQ38PZIkSZIkSZpLjQyF/gDsB+xO6YF0L/Al4KQG/g5JkiRJkiQ1wIBDocx8GIheHj8VOLUBNUmSJEmSJKnJmj3RtCRJkiRJklqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJEmSJEldyFBIkiRJkiSpCxkKSZIkSZIkdSFDIUmSJEmSpC5kKCRJkiRJktSFDIUkSZIkSZK6kKGQJEmSJElSFzIUkiRJkiRJ6kKGQpIkSZIkSV3IUEiSJEmSJKkLGQpJkiRJkiR1IUMhSZIkSZKkLmQoJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHUhQyFJAEyaNIltt92WzTffvO7n/O1vf+Pd7343Rx11VBMrkyRpRp6zJElqDEMhqcu9+uqr/PSnP+Wd73wnv/zlL+t6zrPPPsvXvvY11lhjDe6+++4mVyhJUuE5S5KkxhpadQGSqvHUU09x2mmncfLJJ/PQQw8xbNiw2T7nb3/7G6eeeio//elPef755+t6jiRJc8tzliRJzWFPIalLXXbZZRx44IE89NBDfPzjH+fMM8+c7XOOPvpojjvuOKZNm8YhhxzC/vvvPwiVSpK6necsSZKaw1BI6lKLLbYYu+++O3fccQfnnnsuo0aNmu1zll9+eQ499FAeeughvvnNbzJ0qJ0NJUnN5zlLkqTm8Owodaktt9ySLbfcckDPOfjgg5tUjSRJffOcJUlSc9hTSJIkSZIkqQsZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJEmSJEldyFBIkiRJkiSpCxkKSZIkSZIkdSFDIUmSJEmSpC5kKCRJkiRJktSFhlZdgKTWMH78eDJzQM857LDDOOyww5pTkCRJffCcJUlSY9hTSJIkSZIkqQsZCkmSJEmSJHUhh49JHW7SpElccMEFVZfBdtttV3UJkqQW5zlLkqTBZU8hSZIkSZKkLmQoJEmSJEmS1IUMhSRJkiRJkrqQoZAkSZIkSVIXMhSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsNOBSKiGUj4paI2KKXbWMj4uKIeC4iJkXEWRGxRGNKlSRJkiRJUqPUHQpFxMiIOBS4E3hfL9tHAzcAiwI7AfsCGwOXR8SQxpQrSZIkSZKkRhhaz04RsTTwACVE+gnwxV52Oxh4CdgsM6fWnncfcD2wNXBhA+qVJEmSJElSA9TbU+h14BTgncAxM2+MiAB2AH46PRACyMwbgL9RQiFJkiRJkiS1iLpCocx8PDP3ycyH+thlRWAJ4A+9bLsJWH3OypMkSZIkSVIzNGr1sbG1rw/3su1fwNsa9HskSZIkSZLUAI0KhUbWvj7fy7bJwIgG/R5JkiRJkiQ1QGTmwJ4QMQZ4CPhoZl5ae+zTwJnAIpn5/Ez77wMcnZnDevlZuwG7AYwePXrNc889d05ew6CbMmUKI0aYczWa7doczz77LAP9f94Miy66aNUlNJTv1+awXRvPNm0O27U5PGc1h+/X5rBdm8N2bbxOa9MHH3yw6hIAGDVqVNu060YbbfTnzBzX27a6Vh+rwwu1rwsya2+hEb08BkBmnkKZwJpx48bl+PHjG1ROc02cOJF2qbWd2K7NcdFFF/Hqq69WXUbH/dv6fm0O27XxbNPmsF2bw3NWc/h+bQ7btTls18brtDY96aSTqi4BgAkTJnREuzZq+Ngjta/L9LJtGaA1ojxJkiRJkiQBjQuF7gJeBtbuZdvalBXIJEmSJEmS1CIaEgpl5lTgcmC3iHhjSFpErAOsBpzdiN8jSZIkSZKkxmhUTyGAQ4DlgEsi4qMR8VngQuD0zPxTA3+PJEmSJEmS5lLDQqHMvAv4ILAocD7wTeBUaquLSZIkSZIkqXUMePWxzHwYiD62XU/v8wpJkiRJkiSphTRy+JgkSZIkSZL6MHXqVL7zne+w+uqrM2LECBZaaCHWW289zjjjDDJz0OsZcE8hSZIkSZIkDcwzzzzDBhtswN13382oUaPYZJNNePHFF7nhhhvYeeedufzyyznnnHMYMmTIoNVkTyFJkiRJkqQm22effbj77rvZcsstuf/++7n44ou56qqruOuuu1huueU4//zzOeWUUwa1JkMhSZIkSZKkJpo2bRrnnXce88wzD6eddhoLLbTQG9vGjh3L9773PQDOOeecQa3LUEiSJEmSJKmJJk2axLRp01hqqaVYbLHFZtn+nve8B4D//ve/g1qXoZAkSZIkSVITjRo1itGjR/PYY4/x5JNPzrL99ttvB2C11VYb1LoMhSRJkiRJkprskEMO4fXXX+fTn/40zz777BuP33PPPXz5y19m/vnn52tf+9qg1uTqY5IkSZIkSU02YcIEnnrqKY444giWX3551ltvPV544QX+8Ic/MGLECC688EJWXXXVQa3JUEiSJEmSJGkQrLDCCiyxxBI88cQT/PrXv37j8bFjx7L44osPej0OH5MkSZIkSWqyQw45hE9+8pMsu+yyXHPNNbz44os8++yzXHjhhTzzzDN84AMf4JJLLhnUmuwpJEmSJEmS1EQ33ngjRxxxBGuvvTbXXXcd8803HwDDhw9nm222Yb311mONNdbgk5/8JA8++CBLLLHEoNRlTyFJkiRJkqQm+v73vw/AYYcd9kYg1NPo0aPZb7/9mDx5Mj/+8Y8HrS5DIUmSJEmSpCa66667AFh55ZX73Oc973kPAHfccceg1ASGQpIkSZIkSU01dGiZvefpp5/uc5+nnnoKgHnmGbyoxlBIkiRJkiSpidZdd10AzjvvvD73OfPMMwFYZ511BqUmMBSSJEmSJElqqn333Zfhw4dz7LHH8sMf/pDXX3/9jW0vv/wy++67L7/97W9Zcskl2XnnnQetLlcfkyRJkiRJaqLllluOCy64gB122IE999yT733ve6y++uoMGTKE66+/nieffJIll1ySSy+9lIUXXnjQ6rKnkCRJkiRJUpP9v//3/7jzzjvZa6+9mG+++bjyyiu58sorGT16NAcddBB33nkna6655qDWZE8hSZIkSZKkQTBmzBhOPPHEqst4gz2FJEmSJEmSupChkCRJkiRJUhdy+JgkSZIkSdIATJo0iQsuuKDqMgDYbrvt5vi59hSSJEmSJEnqQoZCkiRJkiRJXchQSJIkSZIkqQsZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFNJcufXWW9lll10YO3Ys888/P4suuiirrbYap512WtWlSeoynXY8apXX0yp1NEqrvJ5WqUOSJHU3QyHNsSOPPJK1116bM844g7e85S1svfXWrLPOOjz77LNcc801VZcnqYt02vGoVV5Pq9TRKK3yelqlDkmSpKFVF6D2dNJJJ3HwwQczbtw4zjrrLFZaaaUZtj/++OMVVSap23Ta8ahVXk+r1NEorfJ6WqUOSZIkMBTSHHjkkUfYf//9WWmllbjqqqsYOXLkLPssueSSg1+YpK7TacejVnk9rVJHo7TK62mVOiRJkqZz+JgG7Nvf/jZTp07lxBNP7PWCVpIGS6cdj1rl9bRKHY3SKq+nVeqQJEmazlBIAzJt2jTOP/98lltuOT70oQ9VXY6kLtZpx6NWeT2tUkejtMrraZU6JEmSenL4mAbklltu4ZlnnmG77bYD4O677+bCCy/kP//5D4suuiibbLIJm266acVVSuoGnXY8apXX0yp1NEqrvJ5WqUOSJKknQyENyF/+8hcAVl55ZQ4//HAOPfTQGbYfddRRbLzxxlx44YV2jZfUVJ12PGqV19MqdTRKq7yeVqlDkiSpJ4ePaUD++c9/AjBx4kS+973vcdJJJ/HUU08xdepUJk6cyBprrMG1117LjjvuWHGlkjpdpx2PWuX1tEodjdIqr6dV6pAkSerJUEgD8vzzzwPwq1/9iksvvZQ99tiDJZZYgvnnn58NN9yQq6++mpEjR3LllVcyceLEaouV1NE67XjUKq+nVepolFZ5Pa1ShyRJUk+GQhqQ119/HYDNNtuMDTfccJbtiy22GHvssQcAl1xyyaDWJqm7dNrxqFVeT6vU0Sit8npapQ5JkqSeDIU0IAsvvDAAa6yxRp/7vOc97wHgoYceGpSaJHWnTjsetcrraZU6GqVVXk+r1CFJktSToZAGZNlllwXgpZde6nOfhRZaCIB55vHtJal5Ou141Cqvp1XqaJRWeT2tUockSVJPXnVoQNZaay2gLK3bl7///e8AjB07dlBqktSdOu141Cqvp1XqaJRWeT2tUockSVJPhkIakHHjxrHsssty44038uc//3mW7a+++iqnnHIKAFtuueVglyepi3Ta8ahVXk+r1NEorfJ6WqUOSZKkngyFNGCHHXYYmckOO+zAgw8++Mbj06ZNY5999uG+++7jwx/+MOuvv36FVUrqBp12PGqV19MqdTRKq7yeVqlDkiRpuqFVF6D285nPfIYbbriBU045hZVXXpmNNtqIRRZZhBtvvJFHHnmENdZYgzPPPLPqMiV1gU47HrXK62mVOhqlVV5Pq9QhSZI0naGQ5siPf/xjxo8fz49+9CNuvPFGpk2bxvLLL8+ECRPYZ599GD58eNUlSuoSnXY8apXX0yp1NEqrvJ5WqUOSJAkMhTQXdtxxR3bccceqy5CkjjsetcrraZU6GqVVXk+r1CFJkuScQpIkSZIkSV3IUEiSJEmSJKkLOXxMbL/99lWXAMCECROqLkFSxSZNmsQFF1xQdRlst912c/0zWuXYuuOOO7ZEm4Lt2iyNaFdJktSd7CkkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJEmSJEldyFBIkiRJkiSpCxkKSZIkSZIkdaGGh0IR8XhEZC9/lmz075J6s8EGGxAR7LzzzlWX0hCd9npahe3aHLarJEkD47lTUpWGNuFnLgJ8B/jtTI8/04TfJc3gN7/5DX/4wx+qLqNhOu31tArbtTlsV0mSBsZzp6SqNTQUioj5gPmBWzJzYiN/tlSPb3zjG1WX0FCd9npahe3aHLarJEkD47lTUtUaPXxsZO3rcw3+udJs/fSnP+VPf/oTH/7wh6supSE67fW0Ctu1OWxXSZIGxnOnpFbQ6FBokdpXQyENqieeeIIDDjiADTfckM985jNVlzPXOu31tArbtTlsV0mSBsZzp6RW0bRQKCKGNPhnS33ae++9mTJlCieddFLVpTREp72eVmG7NoftKknSwHjulNQqmhUK3Qe8GhFPRMSpETGqwb9HesM555zD+eefz7777svKK69cdTlzrdNeT6uwXZvDdpUkaWA8d0pqJY1efewe4KPA88BCwPuAvYHxEfHezHy+584RsRuwG8Do0aOZOHFig8tpjilTprRNrfXYfPPNqy4BmLN2ffTRR9ltt90YO3YsG2+8MRMnTuRvf/sbAI8//njb/Ts14/VEBEOHNmOhwYGp8t+iGe3aaceBOeH7tX+tcmxtlTYF27VZOulY1Crt2kltCp6zmsVr1+bw/dp4ndamXgvMam7+fRv6CjLzP8B/ejx0WURcCvwR2BU4dqb9TwFOARg3blyOHz++keU0zcSJE2mXWuvRKt1WJ0yYMKB2feWVV1hvvfXITC655JI37rQ8/vjjACy55JJt9e/UrNdz0UUX8eqrrzay1DlS1b9Fs9q1044DA+X7dfZa5di64447tkSbgu3aLJ10LOqkY0Ar6fZzVrMMtF077dq1WXy/Nl6ntanXArOam3/fpsdamXlrRNwLrN7s36Xuss8++3DrrbdyyimndETX2057Pa3Cdm0O21WSpIHx3CmpFTV6TqG+DAdeGqTfpS7wgx/8gJNPPpkddtiBXXfdtepy5lqnvZ5WYbs2h+0qSdLAeO6U1KoaGgpFxCw/LyI2B8YCExv5u9S9rrnmGr785S+zyiqrcOqpp1ZdzlzrtNfTKmzX5rBdJUkaGM+dklpZo4ePfTsiFgN+B7wArEeZaPo64NwG/y51qSOPPJJXX32Vu+++mxEjRvS53xlnnMEZZ5wBQGYOVnkD1mmvp1XYrs1hu0qSNDCeOyW1skaHQjcC3wR2AIYBDwDfBo7OzNca/LvUpVZddVVef/31Prc/+eST3HPPPYwePZp3vvOdg1jZnOm019MqbNfmsF0lSRoYz52SWlmjVx/7NfDrRv5MaWbHH398v9vPPfdcdtxxRzbffHNOP/30QalpbnTa62kVtmtz2K6SJA2M505JrWywJpqWpK736KOPcvjhh7PWWmux1FJLMWzYMMaMGcMee+zBI488UnV5kiRJbcfrK2nuGApJ0iDZaaedOOyww3jllVfYcMMN2WSTTXj55Zc5+eSTWW211bjtttuqLlGSJKmteH0lzR1DIUkaJOPHj+eOO+7g9ttv59xzz+Xyyy/n4Ycf5gtf+AKTJk1ip512qrpESZKktuL1lTR3DIXUcXbYYQcys2PGZHfa62kVVbTrwQcfzLvf/e4ZHhs2bBgnnHACCy+8MHfddRcPPvjgoNXTDL5fJUkaGM+dc6cbrq+kZjIUkqSKDRs2jBVXXBGAqVOnVlyNJElS+/P6SqqPoZAktYBnn32WIUOGMHbs2KpLkSRJ6gheX0mzZygkSRX7zW9+w/33389OO+3E8OHDqy5HkiSp7Xl9JdVnaNUFSNNNmjSJCy64oOoy2G677eb6Z2y//fYNqKQxdtxxx6pLaJhWatcJEybM1fOnTp3KAw88wIUXXsjRRx/N+PHjOfbYYxtU3cC0Urt20vtVktTZOunatVO00vWV1C4MhSRpEO2www6cd955b3w/cuRITjzxRHbaaSeGDvWQLEmSNFBeX0lzzv8hkjSINtxwQ+aff35eeuklHnvsMW677TZ22203zjvvPH70ox+x3HLLVV2iJElSW/H6SppzhkKSNIj22GMP9thjjze+f/nll/nxj3/MAQccwJprrsmtt97K8ssvX2GFkiRJ7cXrK2nOOdG0JFVo2LBh7L333hx66KE899xzfOtb36q6JEmSpLbm9ZVUP0MhSWoB2267LQC33HJLxZVIkiR1Bq+vpNkzFJKkFhARQLmzJUmSpLnn9ZU0e4ZCktQCLrroIgDWXXfdiiuRJEnqDF5fSbPX8aHQVVddxbbbbsvSSy/NfPPNxxJLLMEWW2zBtdde29W1SBpcp512GscddxwvvPDCDI9PmzaNk046iUMOOYQFF1yQ/fffv6IKJUmakdeuanVeX0lzr6NDod13350PfehDXHbZZbzrXe9iq622Yskll+Syyy5j00035ZhjjunKWiQNvueee459992XUaNGsdFGG/GJT3yCD33oQ7z97W/ni1/8IosssgiXXXYZyy67bNWlSpLktavagtdX0tzr6CXpL774YiZMmMDhhx/O4osv/sbj5513Hp/85Cf5yle+wsYbb8x73/verqpF0uDbZZddGDJkCOeffz4PPPAAN9xwAwsssADvfOc72XPPPdljjz1YbLHFqi5TkiTAa1e1B6+vpLnX0aHQSSedxP/8z//M8vjHP/5xbrrpJk444QTOOOOMQTmZtVItkgbfIosswl577cVee+1VdSmSJM2W165qB15fSXOvo4eP9XYim27jjTcG4B//+EfX1SJJkiT1x2tXSeoOHR0K9Wfo0NJJasEFF6y4ktaqRZIkSeqP166S1Dk6evhYf2677TYAll9++Yoraa1aJNVn0qRJXHDBBVWXwXbbbVd1CZKkLuO1q5rJayxpcHVlT6EpU6bwwx/+EIBPfepT1iJJkiTVwWtXSeosXRcKTZs2jU984hM8/vjj7LDDDqyyyirWIkmSJM2G166S1Hm6KhR6/PHH2XTTTbnkkktYa621+MlPfmItkiRJ0mx47SpJnalrQqFLL72UVVddld///vdsvfXWXHPNNYwYMaLra5EkSZL647WrJHWujg+FXn/9dQ444AA++tGP8vzzz3P88cdz0UUXVbJaQivVIkmSJPXHa1dJ6nwdvfrYa6+9xnbbbcdFF13Ecsstxy9+8QtWX331rq9FkiRJ6o/XrpLUHTo6FDrwwAO56KKLGDduHL/5zW9YbLHFrEWSJEmaDa9dJak7dOzwsQcffJDjjz+eRRddlEsvvbTSE1kr1SJJkiT1x2tXSeoeHRsKXXzxxbz22mtss802jB492lokSZKaaNKkSWy77bZsvvnmVZeiudTp166+V5vDdu1s/vt2ro4dPvbAAw8A8Kc//Ymdd965332POeYYllhiia6oRZIkqZFeffVVzjjjDL7+9a/z5JNPstlmm1VdkuZSp167+l5tDtu1s/nv2/k6NhR64YUXALjjjju44447+t33sMMOa+rJrJVqkSRJaoSnnnqK0047jZNPPpmHHnqIYcOGVV2SGqTTrl19rzaH7drZ/PftHh07fOy0004jM+v6M2bMmK6pRZIkqREuu+wyDjzwQB566CE+/vGPc+aZZ1Zdkhqk065dfa82h+3a2fz37R4dGwpJkiSpeRZbbDF233137rjjDs4991xGjRpVdUlSr3yvNoft2tn89+0eHTt8TJIkSc2z5ZZbsuWWW1ZdhjRbvlebw3btbP77do+2CoW23377qksAYMcdd+SCCy6ougy22267qkuQJElSi5s0aZLXrpKkXjl8TJIkSZIkqQsZCkmSJEmSJHUhQyFJkiRJkqQuZCgkSZIkSZLUhQyFJEmSJEmSupChkCRJkiRJUhcyFJIkSZIkSepChkKSJElSC/nlL3/JxhtvzGKLLcaCCy7I6quvznHHHcdrr71WdWmSBoHHAA0mQyFJkiSpReyzzz5su+223HLLLay33np88IMf5IEHHmDfffdliy228EOh1OE8BmiwGQpJkiRJLeCMM87gxBNP5L3vfS8PPvggl1xyCb/61a944IEHWHXVVbnyyis55phjqi5TUpN4DFAVDIUkSZKkir366qsccsghDBkyhHPPPZdRo0a9sW3UqFGcccYZABx77LG8+uqrVZUpqUk8BqgqQ6suQJIkSe1v/PjxZGbVZbSt66+/nn/9619sscUWrLDCCrNsX3311Xn/+9/PLbfcwo033sgGG2xQQZWdwfdqc9iuc6fVjwH++3YuewpJkiRJFbvmmmsA2HTTTfvcZ/z48QD88Y9/HIySJA0ijwGqiqGQJEmSVLG//e1vAKyyyip97vPOd74TgH/84x+DUpOkweMxQFVx+JgkSVKX23777asuAYAdd9yx6hIq88gjjwDwtre9rc99ll56aQCefvrpQampFbXKexU66/1qu1avmceASZMmccEFF8x5cQ203XbbVV2CZmJPIUmSJKlikydPBmCBBRboc5/hw4cD8MILLwxKTZIGj8cAVcVQSJIkSarYK6+8AsDQoX135J9nnnLpHhGDUpOkweMxQFUxFJIkSZIqNr13wEsvvdTnPlOnTgVgxIgRg1KTpMHjMUBVMRSSJEmSKrbEEksA8MQTT/S5z+OPPw7AW9/61kGpSdLg8RigqhgKSZIkSRVbccUVAbjvvvv63Gf6tpVXXnlQapI0eDwGqCqGQpIkSVLF1l9/fQAmTpzY5z6/+93vANhkk00GoyRJg8hjgKpiKCRJkiRV7P/9v//H8OHDueCCC3jqqadm2X7nnXdyww038L73vY8VVlihggolNZPHAFWl4aFQRLwlIs6MiP9GxOSIuCQilm3075EkSZI6xWKLLcYXv/hFXnjhBT7xiU+8sTw1lHlEPvnJTxIRfOc736mwSknN4jFAVel7vbs5EBELAL8DEpgABHAYcG1ErJaZzzfy90mSJEmd4ogjjuCmm27i6quvZsyYMWy44Ya89tprXHPNNbz44ot85zvfcdiI1ME8BqgKDQ2FgD2AZYAVM/MJgIi4GbgX2BU4tsG/T5IkSeoI888/P9deey3HHHMMZ511FldccQULLrggG2ywAfvuuy+bbrpp1SVKaiKPAapCo0OhTwAXTA+EADLzoYi4GtgaQyFJkiSpT/PNNx9f//rX+frXv151KZIq4DFAg61hcwpFxPzA6sAfetl8E7Bao36XJEmSJEmS5k4jJ5petvbzHu5l27+AhSJikQb+PkmSJEmSJM2hRoZCI2tfe5tMevrU6SMa+PskSZIkSZI0hyIzG/ODIj4A/B5YLTPvmGnbVsCvgKUz87Eej+8G7Fb7diXg7w0ppvmWAJ6uuogOZLs2h+3aHLZrc9iujWebNoft2hy2a3PYrs1huzaH7dp4tmlztFO7viMz39LbhkZONP1C7euCvWyb3kNohl5EmXkKcEoDaxgUEXFrZo6ruo5OY7s2h+3aHLZrc9iujWebNoft2hy2a3PYrs1huzaH7dp4tmlzdEq7NnL42CO1r8v0sm0Z4MnMfKGXbZIkSZIkSRpkDQuFMvMpSjC0di+b16asQCZJkiRJkqQW0MieQgC/AD7Zc5WxiBgDbA6c1eDfVaW2G/LWJmzX5rBdm8N2bQ7btfFs0+awXZvDdm0O27U5bNfmsF0bzzZtjo5o14ZNNA0QEUsCdwAPAUcD8wGHAo8CH8zM1xv2yyRJkiRJkjTHGhoKAUTEysCJwLqUpejPB77qfEKSJEmSJEmto+GhkCRJkiRJklpfI5eklwYkIoYAC9HH3FaZ+czgViRJnSEi1gdWoxxjJwE3Z+ZfKi2qA0TEUGAEnrekrhERK2TmP+rY70uZefwglNRRImIFYCPgLcDPM/PBikvqGH7WUr3sKTQbEbExsBewBjCS3v9TZWYu0svj6kVE7AzsA7ybfiY7z8whg1VTJ6idVA8FNgaWALbIzN/Wtq0OLANc5txeAxMRw4GPAu+h7xNrZuY+g1pYm4uIxYFPMftj61aDWVe7i4h1gdOB5YDosSmBG4HPZOZDFZTW1iJiP+DzwArM2K4z8LxVv4jYoM5dXwKezMyHm1hOx4iIeYGPMPtjq+esOkXEk8BHMvPWfvb5NnCgx4D6RUQAJwG7Ut6nCXy4x7Xrx4GvAJ/KzHsqK7QN+Vlr7kTEZMr7cU60ZS5gT6F+RMQOvLlq2i3AH4Gp1VXU/iJiH+A4ynxTFwD/wjada7W5vG4EXgZuAGb+IP0Spb2/BJw8qMW1sYhYBfgNsBT9fBCknDi8wK5TRKwB/BZYrPbQU/R+HPCuxQBExLsp7fo8sB9wPfAYsCSwHnAA8PuIGJeZT1RWaJuJiMOBgymLaJwKPAm8VmlRnWEiA/g/HhH/BU4DDneeyt5FxLLAlcDyeM5qpMnAtRHxsemBxXS1YONkSrBxWRXFtbH9gd0oNzR/B/xhpu0XAIdQzl2fHdzS2peftRriQrrsGtSeQv2IiHsoPQM2zsz7qq6nE0TEQ5QD0/p2WWyciPgVsCqwJjAM+A+wec+Ll4j4P2C5zFy3kiLbUERcTenSfCRwJvBIZr5cbVXtLyL+ALwf+CJwVma+VHFJHSEiLgDWAdbIzKd62b4EcDvwq8zca7Dra1cR8SjwMDA+M6dVXE7HiIiPUT4UrgT8ALgLeBVYnPI+/mTt8VsowfyHgM0o7+EPZOaLFZTd0iLiMmBz4DuUc9a/PL7Ovdqx8xLgvcAumXlO7fF5gZ8D21CWpZ5gb+z6RcS9wJ8y89MRMZpyE2Pma9dDgM9l5juqqrPd+FlLc6LP7mQCYAzwIwOhhhoN/MyDVMNtAJyamZPoO9m+kdKNVPVbB/hJZh6SmfcbCDXMmsAPMvNUP7A01IbAT3sLhAAy82ngZ5ThkKrfSOA8A6GGextlON4amfmNzDwvMy/MzFMycxdK77bPAA9l5nGZ+WHgY5S5sr5UWdWtbfox4ODMvM/ja2PUjp0bUYKhMyPiyxExgtKTeBvgoMzc3UBowMZQrk378x9Kb1fVz89aGjCHj/Xvn5S7VmqcvwMLVF1EBxoGPDebfeYD5h2EWjrJi5S712qsZynHVzXWwsAjs9nnEbzAHqi/Yps1w57AyX3NFZSZf4qIM4BvA5vUHvtlRFwEbF97XDOaCtxRdRGdqBawfSwijgWOpfRyWwL4dGaeXWlx7eu/lACjPytThkGpfn7WaqJaILw1My3mAVyamW2bG9hTqH8nAp+OiPmrLqSDfAf4bG2SWTXOXyl3CPuzPfDAINTSSS5h9u2qgTufMhGqGutRSs+L/qwAePdwYA4C9oyIT1RdSId5K7MPh+8F3jfTY9dRJlLXrC4D1q+6iHYWEYv194cynPxQYBHKEMcrZtqu+l0EfK72IXsWEbEqZYL/iYNZVAfws1aTRMS2lDmazqDM3fhZ4EDgl8DfI+L9FZY3V+wp1L9zgRWBG2oTTf6VMoHnLOyiV7f7gYuBv0TEMfTfprcNZmFt7ijgooj4LG9OdJgAEbEM8F1gbcpkfarffsDEiDgU+LbDRxrma8DFEXEy8HWPnw1zGbBrRPyot94XETGGMhnqrwe5rraWmb+LiK2BSyLiMMp5q7c715mZnxvM2trcvylDxE7pZ59VmbXHtsfhvu0H/C4ivgoc0853rSv0NPVNMBvAeb087mpO9TsE+CBwE/AjSru/OyIWpaykuxNlAZVDKquwPflZqwkiYn1KNvA3Shh0fWY+XQvf1gO+Cfw2ItbMzLa7Ce9E0/2IiNcpB6hgNicIl/Srz0xtCr23a1Aurm3TAaitNvA9yoX2OyhdyOcHxlKGjZ1D6ebsf/peRERfH5QXoMwl8AzlRNDbMD2XTh+AiLiD0lN1ZeB1ynu2twuWzMzVBrO2dlabqPN2YDjlWHA1pW2Xogy/OZByfB2XmQ9WVWe7iYjlKau6jak99DK9Dy3PzFx4sOpqd7WA7WBgj8z8SS/bP0pZOeeizNyxx+M/pCwA8q7BqrVd1M5jwykfqP9LOWf1dWz1nNWL2vtyjq+TMvObjaum89Um8T6B0pt95uv+WyjHh9sHvbA25met5oiIKyifqVbPzFlWc4uI4cBtwM2ZufMglzfXDIX6MZATgyeB+kTETvXum5lnNLOWTlRbmv4LlF5BiwJTKHPinJOZV1ZZW6uLiIeZ8wvBzMyxDSyno0XEROo/tm7U3Go6S0SsQOnWvDYztnEA9wCf8gJ7YCLiKspk/l+iTDhtz7YGiIhhlN5tGwP/AK6lhJiLUt6/61BWI1onMx+pPWd+Stf98zNzzyrqbmUDOI95zlJLqYVD76PHtas3L+aMn7WaIyKeofTA7HM+u4j4GrBXZi49eJU1hqGQJEkdJiJWB9aiLO89BbgtM6+vtKg2FRFTKBMi7191LZ0mIuYB9qB0xV+VN3sKPANcCHwjM5/ssf9ywBaUCT3brnu+pDdFxJeBs/paMVNqJRExFdi7t56tPfbZFfh+ZrbdfMSGQlKHiYgVgbcAd2fmsxWXI0ltLSL+AfwwM4+vupZOVus5tBgwrbYEuNRSIuIDlMn6R/axS2bmcYNXUXurDXOaBlwJnEabr96kzhYR9wBXZ+Ze/ezzA2CLzBwzaIU1iKFQHTwJNE5EbFPvvpn5y2bW0mkiYgfgaMqKLgAfzszf1rZ9hDKnyBEGRXMmIoZSlvzulUNKBi4ihlDmvxrZ1z5OgjhnahMizrBcamb+pdKi2lRETAB2AdbPzJerrkfS4IqIpYDLKb3Zps8zGj12eWP+UedoqV9ErAR8AtiB8jnracr8l6dl5l+rrK1d1IaKLZ2Z3+nx2GfqfX5mntmUwjpQRBxJGUY+PjP/1Mv2cZTVMX/WX3DUqgyF+uFJoPF6mfysp+lvRtt0gGoTcv6KMifDbymrjW3eIxRamLIawamZ+fWq6mxHte7NewJvp0yO3Cvfr/Wr9Qg4mjL/1bz97Wu7DkxErAucTlmye+bz1Y3AZzLzoQpKa1sR8V5gX2B14ETK3Ewv9LavIebARcRqwBqUcLi3Y6w33upUm8S/Hk7iPwARcQ6wDWVi9GspwcXFwKnAKrXH7wUO7m3lR81eRKwJ7EiZcPqtwJ2U3kNn23OwbxHxX2ARSjD0ZO2x/j5r9eRnrQGofZb6I7A85Tpr5sU8Pgc8QVnM48k+fkzLMhTqhyeBxouIDfvYNIISvu0N/A74cWZeN2iFtbmIuJHS5X7D2gpEj9EjFKrt87/AZpm5SlV1tpuI2Bc4hjJZ9++ATwJ/Bm6lHAO2oIRxdzrZfP1qd1u+RgndrwEOAP5AOcGuQplf5BLgt06CWL+IeDflguV5Suh2PeVYsCRludQDaruOy8wnKimyDbmSS3PUlvG9EPgA/X94sV3r1M8k/iMoPTEWppzDpjiJf/0i4t+UBTu+Uvv+IuDxzNyj9v1wynXB6Zn5veoq7QwRsQGl99DHKIHH5ZQP4Zc5vGxGEbEqMDIzf9/jsTXrfX5m/rkphXWo2nnr+8B2lDnwel4bXAnsnpn/qqi8uWIo1A9PAoMvIt4C/An4VmaeWnU97SIiXgAOyszj+wmFdgVOyMwFqqqz3UTEXcAjmfnh2vfXUCbsPaD2/TrApZTxwzdVV2l7iYi/U9pxx9r3VwL3ZOaXa9+PpSxFu1NmXlZdpe0lIi6grNi0Rm8Td9ZWd7kd+FU7dm2uiiu5NEdE/Bz4OOWG25mUVcVmWeYXIDP/OYildaSImA84EPg0sFFmPlpxSW0jIp4D9p8+wWxEHA2slpmb9djna8BumblsRWV2lFqv149Tel9Mv259ktJb84TM7LW3pjQYauHQOGZczOPf1VY1d4ZWXUCLW4iyTOp0/6DM0QBAZk6NiLOACYChUANk5lMR8VPKHW1Dofq9wuz/P48GXhuEWjrJssAPe3z/j9pjAGTmTRHxf5T//+sPcm3t7G3A//b4fuZ2fTAifgIcQVmyWvXZEPhRXyu5ZObTEfEzYCfAUKhOBj1N82Hggsz8VNWFdIPMfAU4IiLeBZxA6YWh+jwErNjj+78Cn42IyDfvrr9MWeRDcygi1qP0wNgWWBq4D/gOcBalbT8HfBX4VERslpmPVFWrultm/hf4TdV1NFKf82MI6P0ksGZE9Ozm7Emg8V6iTD6r+l1HPxd4tXGwn6P0ElD9HqeEw9PdC7x7pn3+TpkPQ/X7NzMeN++hR+Be8wiw0qBV1BkWprRbfx6hDCeTqpbA72e7lxrtRmDTqotoM5cDO9R6W0EZ9rwI8PWIGBoRy1DmyLu3qgLbVUSsHxEn1EZn/B74FPBrYN3MfFdmHpmZ/8zMW2sjNVag3OA8qcKy20ZELBERD9YWTdJcioj5IuLzEXFORFxVm1x6+rbhEbFQf89vZYZC/fMkMMhq/5l2pnxoVP0OBlaJiDMod1cAiIjREbEjcDNlouSjK6qvXd0GfKTH938AVoiI1Xs8Nh7otWeG+nQTsHWP738HvCMiPghQC963BhzeMDCPUi6Y+7MC4Ep5A1S72Pt0RBweESf28eeEqutsMxOZNQxW870Hr/8H6gTK+3UjgMx8HDiS0pv1ReBhYCxwWCXVtamI+A/lpubulKkjPgYslZlfzMybe3tObT68H1N6xmr2hgBjgOEV19H2ImJRyryNpwAb1/4s1mOXDwLPRsRmvTy95Tl8rH8nAMtQTgK/yczHaxOkHgEcSvmP9jrwP9WV2F5qE/f2ZjgltNiG8h9s/0ErqgNk5l21g9BZlLssUIbdzEOZAG0qZfKzSysqsV2dAPw+Ij6amZdk5p9rk3pfExGXUoZBjcfhowP1v8BlEbFVZl6cmfdExK+BSyLiZkpPluUpk1GrfpcBu0bEj3pb/CAixgC7Uu7Cqk4RsSIluFyS2axECuwz6AW2ry8Df4iIHTLz3KqL6XS1FXV3ofQavqLictpKLYj49EyPHVY7X20CTAMuzMxbq6ivjf2bEq79PDMHcrPin5SVyaTBdCTlxtoHgAeA//TcmJm/jojfUYbnt93QMieangMR8WE8CcyR2iou/bmfMoHcD2ezn3oREUOBjwJrA4tSJj+7izKxrL0D5kBEDAFenz5vQG0i7xN58xhwPvCVzHy5uirbX0QsCBzCjO16fHqSqlvtvXk7JWT/HrMul3ogJbwYl5kPVlVnu4mISygXgZ+nrER6DfALSs/LVSg3ip4DdsnMaVXV2W4i4kTKXHcfA+6gDNF/vpddMzMN2+oQEZPpffWxYZQbwUGZ0HuTzHxgMGuTNPj6WnxGA1cb4vjzzDygn0V99gW+mpmjqqpzThkKaVBFRF9zBb0GPJeZkwezHknqJBGxAnAGJRjueYIPytxNn8pM5xYbgIh4AjgpM79Z+/58yvlq19r38wA3ANdl5lerq7S91HGTaDqXpK9TRJxO76HQa8CzlCHRF2Vmr6u8qX+1FbG2pfQWmJcydPxm4NzaxLOaAxHxfsqwxoXofWhjZuZxg1tVZzAUapyIeAn4Umae3E8o9AXgxMwcVlWdc8rhY3Wq9cAYQR/jsO2FUR+XlZUUEXcDV1K6115nL6vGycx/AOvW5r1aixmXS72+ytra2LyUSeen+wew7vRvMvP1iPgFsB9lZRzVITOd16bBMnPnqmvoRLXPAD8DPkkJ2J8CXqBML/Ep4DsR8cXM/L/qqmw/EfE2ynDm1ZhxSO7MEjAUmjNTKTeKnKNx7j0EvGs2+4xnxuuFtmEoNBsRsR+ly/gK9H/A8i7WXKitjrU1pY0vzsxnKy2oDUXEVpSJz2d3t2WRQS2szUXE0pSLvtm161aDWlh7uxf4DGVOkakR8XtqIVFmOnH/HIqIUZn5JEBm/gX4S6UFdY4HmHHVwb8Ae0bEfLVlvgHmAxYc7MKknmqTnZ9W+/+vxjmIch1wOvCNzHzjA3ZEbAR8EzgtIh7PzKuqKbEtfR9YnTIf5pmU1TFfqrKgTpOZz1PmEtPc+ylwWEScCjw588ZaL6HtgLacAsXhY/2IiMMpqzo9BFxFeQO81tu+07uVq38R8UtgTWBsZr5We2wZymzu0yfxfBRYu+dJV/2LiN2AH1HupvyRfk6smenJoU4RsT5lQs4FKZPKP0Xv7ZqZOXYwa+sEEbEqZfWG8cAGlNUdH+HNXkRXO6S0frXhOH+htN+VwI2Z+WqlRXWAiDgQOIBy3nq+tgLJvyl3X79HmXD+XOCBzNygukrV7WrDG+alzCV4GnB2Zro65lyKiAeBv2XmFn1sHwrcAjyfmeMHs7Z2FhHPA5dn5g5V1yLNTm2O0fMpq4z9GtiREmi+SLmOXRH4O7BeZk6qqMw5ZijUj4h4lLLM5Hgnj2yM2twMp/WcdyEizqH0EvoUZXzmWcAVmblnJUW2oYj4BzA/sFFm3l91PZ0iIv5IuYs1gXJx7TCnJqktQ78GpTv+BrWvw9pxXHZVImIvyoXJhpRVHCdTJkb+DXBlbyuSafZqPVkPoISU19Ue241yN3B6z8EXgM0y86Zqqmw/tRUH62FPzDrV3qvbAjtQAvfXKQHxz4DLDInnTERMpcwl8uN+9vkScERmLjRohbW5iJgEHOziMo1Xm1/wUMpxYAlgi+lz39SGly9DOSbUO7db16ldU/24R4/g6Y/vCnyRMoJg+iiifwPnAEe2681MQ6F+RMQLwNcy88Sqa+kUtTbdd/qJtTbx9P3AUZn5jdpjBwK7ZeZy1VXaXmp3B4/IzCOrrqWT1C4Ef5iZ+1ddS6eLiPdQLl425s1eQ/dm5sqVFtamImI1ZuyFtTBlLpzpAZFLUs+liFiF0savUO52P1JxSW0lIh6m90mRR1DmwkpKz+HXMnPZQSytI0TEW4CPUwKidYD/Uj60nO7wsoGJiHsoNzSP7mef/SmfGRYfvMraW0RcCEzKzM9XXUsniYiVgRuBlymLIGwFfLhHKPROSq/iL2XmyVXV2epqva//AxwFnNJLOLQAMBKYUhum19ac5K9/f6UMaVLjPAT0vLjbD3iVMq54uv9SllBW/R6ij6GNmivPUJbvVYNFxAoR8YWIOK/Wg/CvwNcpPS6+DCxjIDTnMvOvmXlcrYfFYpQPhTcDnwUurbS4DpGZd2fm9zPzxwZCA5eZYzJz2V7+vAV4K2X+ln9SemtqgDLzqcz8QWauD4wFjgHWB26NiNsjYp+IWKLaKtvGj4CdI6LXnqu1FQg/Blw2qFW1vy8DH4qInaoupMN8m3L9+k5KT/cZ5sStzd14AWVuR/VtI0rHhROBByPiixEx3/SNmfliZv6nEwIhsKdQv2qTx10M7J6Z51RdTyeIiK9SJuz7BjCcMjnfzzJz9x77HA18IjPfVk2V7Scidgf2Bt6XmS9UXU+niIj/Bd6dmR+qupZOEhH/onzoe54yD8PVwFXevW6sHj1ZNqYMKRtJmTT5qsycUGFpbSUixlLmDbph+lx4tcfXpSxEAfDTzLyhivo6WURcDjyWmZ+rupZ2FhEjgC0pwcVmlGFlw2pfzwQOy8z/VFdh64uIYyi9LvcHbp4+nDwilge+A7ydsjx1280lMhgioq9RF6Mp78u7gduB53rZJzNzn2bV1mki4hngmMz8dj9Lp+8BfDczF66qznYRERsCh1Guo/5D+f/+k5l7DrU7Q6HZiIiNgUsoXZj/SpmjYWbpBUt9ImJ+yl3qjWsP/Rn44PTVxiJiOGWIw8TM/FQlRba4iFisj03foLTrN+n7xEpmPtOk0jpO7f36K8r//wMz8+lqK+oMEXEbZQnaBynDmS4DfpeZrjoyF2rhxSa8OWxsNDCJMq/QVcBvnVdo4Gqr482XmWv3eGxd4HeUIU6vUD5gr5+Zf6qmys5Um9Ph0My0R8sARcRClCBoO+BDlAmor6WEQBdRVtPcGdiDMifhJpl5dyXFtpCImEzvwxrhzRUGkzK57FDK//2gLP39qiu89q42FGdOZWa6ynOdalN1fCUzf9hPKLQPZeqO4VXV2W4iYgPKZ6wNKZ8LjqKDwiFDoX7U0v/fAmNqD71MGeo0szRpHZjaHewA7s4eb8Ja4PEe4L7MfKyq+lpZ7cTa13/c6GcbAJ5YexcRd/SxaR5gZcod1Ufp+y7Was2qrRPVLlQ+UvuzKWVJ798Bl1PmZ3m4uuraU49jw+3AhZQeWLemJ/q5EhHPAsdm5hE9HruB0jPgfZRu+lcBz2Tm/1RSZIeq9c7YPTNHVF1LO6hNNN0zCBpGWYns/4Czeruuqt2M+y1l7qbxg1dta4qI05nNdVR/0hVeVbGIuBH4d2Zu308odAOwSGa+u6o621VtZeLvAmvTezaQ7RgOD626gBb3I8oQhy8C59nDonH6uhtVa+PrBrmcdnM4c3HBoj49Q9/t6nuywTLzCcqSyafVlvn8APBhyl3r70fEvZSVMb5SYZnt5nhKG76Xcud/JDA8ImYY9qQ58uT0v0TE2pQ5mr6QmY/XHvsF8NU+nqsBqs3RsgNlPoybKy6nnTxJ6RH0FHAycGZm3t7fEzJzakT8HOhzEuVukpk7V12DNJeOAi6KiM/y5jxXCRARy/BmoHFANeW1r4h4F7ArMI4yl+sVlKkQ2p49hfoREVOAk115qDkiYkHKRNNnZeaDVdcjqVoRMZIy9OljlLvdw+3ZNnARMQb4f5ReWOMpw5uuolwcXpGZT/b5ZM2idtf1vukfFiPiMkoPoWV6zCuyO6U30YJ9/iDNoJ/emcOBpSnB5mTKsKY/D1phbSwizqMMD7tyIEFwbc6McZl5bNOKk/pRC4LfBjwx/biqOVcbHvY9ylLp7wDuoBxTx1KC43OAT9uTuD4RMY6yGMqWlJ5Bp1GG3/2z0sIayFCoHxHxD8py1MdXXUsnqnVp/A89lkmU1D1qwxY+QJkHZxPKPEPzAPdS7r5ckZnXVFdh+6vNi7URJSDaGFge+Gtmvr/SwtpIRHwc+Dnwa0pgsSllvoZje+zzU+ADmbliNVW2n4iYSO+9M18DngVuoywD7lBytQxvaDaHnwkar7Y0/RcovYIWBaZQhpOek5lXVllbu4iI8ZQwaBPgJeBU4OjMfLTCsprC4WP9Ow7YJSJ+ZGrdNDH7XTQQtTkFjqfcte76SSMbpfbhenvKyk1+SJkLEXEI5QS7FuWO1QvANcAplCDI5b0bZz5KG79OGfuelHnbVKfMPC8iVgD2oZyzTgD+d/r2Wnf8j1OG66hOzl/THLWw/aOU/+cLUYL2mbma05wbARwK/JGyWIIax88EDZSZf6OctzQHar2E16JMKn8sZUW3ju1pbU+hfkTEe4F9gdWBE4F7KB9eZpGZtw1eZZ2hr8nPNHe829Ictmvj1CZEvovSG+hK4PrMnFZtVZ2hFl6uT+kVtAllfqEhwEOUtr4CuDYzX6ysSElNUVvE4zfAUvT/AdvVnOaQ167NYbuq1dQWmfgBcFxm/rficprOnkL9u5VyVzUodwB7S9Cmr/bkyVWtxLstzWG7NsYyndj1tmoRcS1lAuT5KL2Cfg/sT+l9dV+Vtam71YYxLJaZ1/d47O11Pv014PnMnNyU4jrLCZRA6EjK3EKP2NNd6j4RsTTwOWAFyqITvcnM3GrQimo/78jM3lYc7kiGQv1zWUlJarCegVBEDKV0x+9tiMP0FQlVn2WAn1B6A/0uM1+quJ6OExGLAhdS5hS6tep62sjvgZERsXSP7vcPM4CVNCPiSeASyuSeDtvp3TrATzLzkKoLkVSNiHg/8DvKHHiTgQWA5yg3i5ak3OD8NyVwVx+6KRACQ6F+ZeYZVdfQyWpLUvf6QVBSZ6utjPEFYEX674FlL8w6ZeYKVdfQBeajrOi2WMV1tJuvAkvNNB/DV6g/FFoUGANsB2wfEa5I1rsXKUNzpXbzHOVm/J1VF9IBjqJM1r9BZv45Iv4EXJqZ36zd2DgSWJky95gEGApJneg14J/A1KoLkXoTEQcDhwPPA+cCj1BWdVCDuEKOWklmntrLY8cM9OdExEjgOspE3xvOfWUd5xJKu/yg6kI6lTc0m6PWs9Wb8Y2xGvDdHsH5P4BlATJzEjAhIq4EjqHcnJMMhfoTERvUuetLwJOZ+XATy+k4EbE+5cC1EDAJuDkz/1JpUR0gM5+mdvBXQz1Fadcnqi6kA+xGmbh/vcx8tuJaOpUr5KjjZOazEXEa5U63ZrUfMDEiDgW+7QT+Uld6jTJsbLr7gA/OtM/lwDcwFFKNoVD/JjKw8e7/BU4DDs/MXlcpE0TEusDpwHLMOGwka8v/fSYzH6qiNqkvmfk6pQeW5t5bgBMNhJrOidHVFiJiYeB44NjMvHs2u78D6NhlgesVEb/uY9NTwCHAnhHxN8qwnJk5waxaQkQsDnwKWIMyIXJvvbB8vw7MP4BxPb6/FfhKRIzIzCm1x5bA4fnqwVCof9tTVm5ZidIV9y7gVWBxymR+n6w9fgtltYcPAQcAm0bEB1zyd1YR8W7gt5RhI/sB11OWoFwSWI/Sfr+PiHG1LrqSOs89wIJVFyHNgVcow5ecAL2xhgM7UYaTzi4UOhr4dtMran2r0veNy3/Vvva1wlvdNzz1xsqO9XiJElj+CTiv1nNbfYiINSifCabP0fYUvU994Pt1YP4P+F5EHJyZj1EmnX4R+L+IOBF4G7AnpSexBEBk+v+sLxHxJUrXujV7GxoWEe+jrPLy/zLz5tpj2wDnA4dkphctM4mICyiB2hqZ+VQv25cAbgd+lZl7DXZ97SoiHqK+k2bPC5YzMtMJKfvRz53YmXkXawAi4mOUOUHGzTTxrBokIkZTAvfNM/O3Vdcj9cf3q1pZRNwFLEz5MD2NMiR3+k3iJSnXX/dQbrYvWdv3BWCPzDyriprbQUT8AXg/8EXK/HfOLdgAETGM0vvqr9NXyYyIrYAzKUPLA3gU+FBm3lNZoR0qIpZox0DYUKgfEXE/Jek/qJ99jgVWz8xNejx2AbBCZq7e/CrbS21J2R9l5qH97PNNYKfMHDNohbW5iLiUsjLLypRJe//Gmxcsq1DmbbqGMs54qdp+AIcaXvYtIh6m97BtBKVtk3JifS0zncepFxHx3j42fRr4OGWiw9vpfYgDmXlbk0rraH7IVjvx/apWFhHLU6aUuBD4amZO7bFtDHAcJRDaJjOnRcRalOGQ4ygrQN002DW3g4h4kfKZYL+qa+kGEfEWYC1KsHlDj6FkqkNEnJCZ+8xmnzHAbzJzpcGpqnEcPta/tzL7OUTuBXad6bHrgM2bUlH7W5gSWvTnEcqdFtXvm5TQZ9/MPL7nhogYQZmUcz1go8ycHBFvBb4PHBERt2fmFYNdcDvoL5iMiKWAb1GWVN9isGpqQ7fSdy+2oIRCvW2P2uOOeZ8DrpAjdbeImJfSM/sO52+ba8cBd/X2gTAzH66NEvgDZS6nb2TmzRGxKWV59f2Ajw1qte3jWZyrcdDURmhcWnUdbWyviBgFfDozX515Y0SswozDIduKoVD//k35IH1KP/usSumR0ZOrPfTtUWCF2eyzAs7XMFBHA1fMHAgB1O4E7BMRlwHfAfbMzEdrQ3j+AuxNGQapAaiN0/5cRFxOGQr1uYpLalW7VF2ANDci4nXqG577Mm8Oz/2ZYfuAvEb5cNjbfCKaM4tR5hL5MOWDiubchkCfowYyMyPiPEoA9I3aYy9ExFnMeuNYbzof+AhwYtWFtLN+emT39DplRbKHM/O1JpfUqQ4AvgssHhH/03NRqYhYhxK4BbBZRfXNFUOh/p0NHBwR12fmT2beGBEfpRzsL5pp06qUQEmzugzYNSJ+1Mc8TWMobVrvXC4q3gd8ZTb7XAocTJlcjsx8vXYR86XmltbxrqAs/W0o1IvMPKPqGrpN7Q71xpRV3o6vYzUn9e8kYG3gvcANzLjoxPuBsZQJkp+nDM/dGNgmIn6ambtVUnGbqc2/4BDcxnMFwsZ4ndkvjjAEGD3TY/+kTXsNDJKvARdHxMnA1zPTG8Jzpr8e2TN7JSJ+Q5n79o4m1tRxMvPY2hyu/wdMjIgPZ+bTEfFh4BeUidI/3K7zNBkK9e87wPrAjyNif+BaStizKOUCcR3KGPg3PoxHxPzAdpT0W7M6ktKN9vaI+B5wNaVNlwI2AQ6s7Xd4NeW1rZeAUbPZZyHKe7enx2uPa869A5i/6iKk2uSSv2TG4csXUFvNKSJ2pKyY+ZHpiyOoLpcAnwe2zcwZbgJFxDzAPpQel+tm5mO1f4ejKUuCX5eZZw96xZIa6Y+UnsHf79k7YLraUL3PAA/MtOktwH8Hob52dTNlmPOmwOcj4t+UcH1mmZmrDWpl7aWeHtlBCSjHAlsDN0XEZpl5fTML6zSZ+cuIeJRyXXBjRPyYkhfcSVl46vFKC5wLTjQ9G7ULvj2Az1J6AE2f3+IZyoRz3+i5ek5ELEeZX+TSzJz55CAgIlYAzqAEaz3fgEFZveFTmXl7FbW1q4j4BbAuZaW8x3rZvgjlTsKzmfm+Ho8fAnw+M/tatlZ9qB0bdgBOBW7OzI0qLqktRcSilGPpV6avkqE5ExHfAfalnK9uoKyQM8PEvRFxM/DPzNy+mirbT63N7sjMPoeBRMQ5lAnnP93jsRuAVzw29C0i5qN8mJ7es+1rPVbLGQ4MzczJFZbYtpy8u3FqE0dfRzmmfgu4JjOfqM3ZuDblRuZawBcy89Qez7uWEmhs0suP7XoRMZE6e7h4HG2ciFiQMg/p65m5btX1tKOIWBa4nDKv6JXAdpn5YrVVzR17Cs1GZr4O/BD4Ye3u32LAtL6WmqsFQScMYoltJzP/AawbEatTTqKLA1OA20ys59jXKXdc/hoRx1MO9j17tX2NsjrZNjM9bwvA7qN9iIi+2mY4sDSlh9BkYP9BK6rzzAeMxy72jfBx4KeZeXbtA2FvLqL0alH93gP8bDb7TKR8WOzpV5Rjr3pRC4SvAVanzMX0FmY8DnwQuCgiPpKZvxn8CqWiNnH0lpTjwFlARsSrvPk56jXKaq49A6FVKe9trw/6kJnjq66hG9XmuzobOKrqWlpVRNQzz9VtwDKUYaJHRbwxWjdnt0pZKzIUGoDMfJly10UDVEul16UEQP8GbsrMv1AmOtZcysz7ImI88BPKB5MjemwOygoPO2fmxW88WC5Y5qX0dFHvnqH3u1ivAX+lnBBO6613llSBpZl9yPtfynFY9XuO2c93sySzzjkyiRIgq3dHUhaW+ABl2M1/em7MzF9HxO+AvQBDoYF7BtgIb/w0RGb+ttY74MOUucTeQllY5j7gosx8ZKb978CbHWpd78DPtP3ZcwD77j7T90kZVt5WDIXqEBGrAWsAI+l9id/MzOMGtag2EhE7U5bzXJg3l5n+T0R83rt/jZOZfwXeHxHvofTA6nnBcvXM3RprFyxrDHqhbcS7WGozj1Eu9PozDld3HKgrgN0j4v96m7Q7It5GGWb+p5k2jaHM26bebQmcnJk39NOz7XLgq4NYU8fIzGmUIU9qkFqb/hoXQ1Gby8z9sRdbnzKzt8/7Hc1QqB8RsThlrosP0P8KDkkJPTSTiNgI+ClwP2WI08OUDy27A7+OiI0z84bqKuw8mXknZcIzzaWI+DLwf30NF5VazDmU8OIHlNWxZhARmwE71/ZT/Q6iDGX6c0ScyazDc79I6RF08EzP24ZZgyK9aQlmnZh3Zi8AiwxCLR0nIoYCK1EWk5gE3JdOJKoWEhGTqW9OocxMjwNSExkK9e8HwAaUC+gzgX8BUyutqP3sT7l7vUbPnioRcSpwPXAisGZFtXWkiBhCuQjsNeV2yc8BOZYyTvhK4DTKBPKzfNjWXHmFcjfb9+Xc+xZluMgtlHNWAptGxBqUiXw3pfRc+UZlFbah2opiawPHU1Z5+TxvfpAJSm/MPXrOiVfrsfl3ynL26t1DwLtms8947G01IBGxGPA9ykIIPVfGfDYiTgKOyMxXKimujUXExpShjLMbOWB4Ub8L6T0UGgG8mxJqXsVMQ0slNZ6rj/UjIp4FfpOZH6+6lnYVEU8DP8nMWSbbjIitKMsnL5eZDw92bZ2mNkxvH8qJtM9uj5k5pK9tmlFErAR8gnJxvQLwNCUkPq02XE9qKbUFEQ6h9MZctMemaZRJpg+Yee4L1a82OfKa9BieWxuKqwGKiP2Bw4B1KBNNz7BSVkR8gdpCH+04aWcVaj3cbwKWpwxxup7SrksC6wFbAX8APlgbCqU6RMQOlAmmoYTufd4kzsx6lgdXHSLi08AxwMa9Dd2VBlNE1DtsNDNzq6YW0wSGQv2IiEnAwZn5w6praVcR8Rqwe2b+pJdty1PusG6cmRMHu7ZOEhH7UIYwTgYuo/8Llm8OYmkdIyLWBHYEtgfeShmidxpwtsPL1GoiYh7KXdZFKas73peZL1VblfSmWq/W8ylD835NOb6eBbxI6SG0IqW31XqZOamiMttKRJwA7AZslpm/72X7upSeF9/MzKMHu752FRH3UHpgb5yZ91VdTzeJiJOBZTNzs6prUXeLiIfpu2fb4rVtjwKvZebsFqdoOYZC/YiIi4CnMnO3qmtpVxHxOmXVqzN72Taame4Mas5ExEOUEGh9h4c1X0RsQOk99DHKfBeXA6cDlzm8rH61lVw+CazGm/Ne/JEyj5PvY7WciBhD30NHyMzbBrOeThARu1LmZXoPb87f+G9Kr8wjM3NyVbW1m9qHlkszs8+Vc2pzjm2Yme8ZtMLaXERMBb6VmUdWXUu3iYg9ge9k5kJV1yL1JSKWogzhXxHYIjOfq7ikAXNOof59GfhDROyQmedWXUwbWzMipvTy+EhKqrpeRIyYeWNm/rLZhXWQ0cAhfpAeHJn5+4h4lTJ85HOULvlbAU9GxInACZn5QpU1trqI+BLwXWBeymSyj1Pexx8HvhkRn8lMV3iZAxGxDGW448i+9vH4OjARcRhlPpGRfe1COZ85PHeAaj2JfxIRC1Dad0pmPl9tVW1rKWB2Q5v/Cnx2EGrpJP+kl8n7NSjWp8w9KLWszHwM+FxEXA78L+WzQVsxFOrfvsCNwNkRcSDlRNrbhUo63r1fe9X+9KW3SU+9uB6YvwMLVF1Ep4uI9YDtgG2BpSnDH79DGfLwFspJ4KvApyJiM+du6V1EbEk5aV4FHJiZf+mxbVXgKOD8iFgnM2+vpsr2ExELA/8HbDHzJmacGNnj6wBExJHA1ygTI/8YF51oitpiFC/Odkf1ZxJlVbf+LAE4lHRgTgQmRMQJDsNtnNqk6L0ZDrydMrH/doA35tUurgAOpQ1DIYeP9aM29Kke6eS9vYuIDef0uZl5XSNr6WQRsT1wNLBmZv636no6SUSsz5tB0FKUi+7zgDMz8+Ze9h8NXA08nJkfHcxa20VEXAcsCLw/M2c5zkZEUIaRPZKZHxvs+tpVbWWhLwA/Aq6lrJ73G8oKL6tQbnT8njL5v8fXOkXEo8AjwAau2tR4EfEB+u/Zlpl53OBV1L4i4gLKMLzVMvPlXrbPD/wFeCgzPzzI5bWtWnhxCPAB4HD6vknsCq8DUPuc1d8H0QD+RBmO89TgVNU5au/bVel/yLO9hhsoIo6hzKU7ywiYVmcoJHWAiHgvsBOwDWWlhv4uWJzzok4R8R/KkKZXKfMGnUmZr6HfVVtqY+C/nZkLN7/K9hMRzwGHZ+ax/eyzH6UX0ajBq6y91eYWuzIz96h9fynlw99ete8XB26nDDU9vbJC20xEvAAclJnHV11LJ6nNwXA55UPL9B5s0WOX6d97461OtWuBm4DbgP0y88Ye295PWZBiLWBTF/ioX4/womevy175Xq1fbVhub+35GvAscFvP97DqUwt/T6asnjuEGY+rPXlsbZDa4h47AKcCN2fmRhWXNGAOH+tHRLzFZFpt4lbevGA5jt5Psg4bmY2IWDoz/9PjoX8DRwI/7+/uX0R8aaYPjP+krEym3g2lrJTXn8mAodrAvIXyYXC6+yiTHgKQmf+NiJ8CB1ImRld9/kJpWzXWscC7KO/HaykTS19MuaheBTgYuLf2VXXIzNtqy6efTpkT8yXKajhLUnpnTgO+YCA0YIczmzBIA5eZh1VdQ4c6DvgMcD1legOHPDdARNzRx6bhlCkl5qdcu+4/aEU1kD2F+hERr/DmqkKXuqqQWlVE7FTvvpl5RjNraWcR8S/gI5l5V537zwP8gHKRbdhWp4i4HfhrZu7czz6nA+tm5op97aMZRcRdwEWZ+Y3a958DjsjMpXvssxdwVGYuWFGZbSciNgZ+Tnk/PlB1PZ0iIv4NnJOZX6l9fxHweI+ebsMpNzxOz8zvVVdp+6n1CvwM8H7KUslTKIHxGc51p1ZU692yOPB0b0MfVb+IeIrSy2qzqmvpJBExkdn0bANOq0063XbsKdS/44DtgV8CT0fEOZSLk79UWpU0E4OehnkVuD4itsvMq/rbsbZi3gXAZoDzswzMOcCREXFxZl4088aI2JrS7fnowS6szU0EtouIQ7Lc8bmGsqrTTpl5Rm11p09TJkxW/UZS/q//JSJOpf/huc7PUL+FgH/0+P4fwGrTv8nMqRFxFjABMBQagNrcgs7DpJZXm7fxKMqwxnmADwO/rW3bkDK89CdO8D0gw4BLqy6i02Tm+KpraCZDoX5k5oHAgRGxLrAjZankvSLiTsrQkLMz8+kqa5TUUO+jhMCXRsSEzPxpbzvVlvy+lDKh58nA3oNXYkc4AdgS+EVEXEtZhezflIm8N6EEbXdRLhTVh4jYALg3M5+sPXQs5UP1/6P0bn24FmKcFhGHA4tQhuS13aoYFfsFbw7P7W+lUYfnDsxD9BjeSG2p9IiIfLMb+8s4dG+ORMRQYCVK+DYJuK9Hu2oAanM11cV5G+tX+3x1DXA/cBKzrlT8D+ASytBHrwfq90dgbNVFqL04fGwAakNFNqEERFtTDlJXUAKiyxxepqpExDb17uud7P7VLqR/DOxMGWZz0EzbxwG/pizru09m/mjQi+wAETGMsmznF4BFe2yaCpwBfDUze+2NoSIiXgN2ycwz+9kngN0p565pwPm99c5S3wayiqarutUvIr5N6bm2XGa+EhFLUlZ5Owz4LiUkvhqYnJnjKiu0zdRWHPoeZdLT+XtsepbywfsIV9EbmDpWyXqDQ8nrFxFXU66l3kcZOvYfYPPM/G2PfU6mrFRadzDX7SJidcrNtq2cqHvO1YbhLg78s68hjRHxEUouMBK4Efh+Zk4ZtCIbyFBoDkXEfMBXgK9SJpj6L/B/wImZ+c8qa1P3mWlljJlN/0/uKi4DUFv96rvA+cBOmTmtFr6dSQkuPuYHwLlXCy1W5M15L+71A0t9av/vd+4vFJJaVUSMpqyWeVZm/qb22GGUpb9fpfS6eh34n8x0KEQdah9ibgKWp9y8uB54jDLR9HrAVsAfgA/ObhVNvamfeRtHUIY3fZoySfqVDuevX0Q8Twkpv1c7HjzGrKHQF4Bj23GJ76pExL7AypRViS+l7yHPmZkOM+1DLbRcFXh7b8MXI+JY4EuU89VkYDHgTmCdzHxxEEttCIePDVAtfd2u9md5SpfHs4BRlJ4Fe0bE0ZQlf03cNFj6Wvpw+gXL3sDvKD1gVIfMPDYi7qFMMHt17eRwGHA3sGVmPlxheR2jdpz8e9V1SBpcmfn/27vvKEnqqv/j78+Sc36QIElAkqQfIqBkSaKSRPCRzAIi7AOICIJkkBx2V3JGRJQoAoqSQWRFMgISlIyoIFnS8vn9cWugd7a7p3t2pmuq577O2bNsV/U59zQz1VX3e7/3vkw8TNe+doikcXxS2Xa57T+XEV9FHQR8GljD9m29jp1QbNf5PbAX2bOtZX0leoqHwz8Al3Qmoq4hoK9FoBlpPFI91Xd8zX9vVPypx2TvsWaWAX7RICG0JXEd/RPwVdv/lrQGkYTbAziqg3EOiKwUaoGk5fgkEbQQUYL7S+BC23+sOW8qYCRRtnu07cM6H21KE5M0B3A3cITts8uOp0okLUHsaV8AuArYuoorAEORpAWBbxNfvD19L+4Cfmr71TJjq4KiUmg34Bftvjc/39YVq66tyFXXVCpJTxP9xHZvcs5PgNVtf65jgQ0Dko4ENrS9bNmxVEWx2Dbe9nr1KoUkTQHcA7xn+/MlhlopkuZv9dzc3dKYpA+AfW2f2Ov1aYmikCmBzxaN/XuOnQEsX8Wf16wUakLSUUQiaEGiNOy3xHaxX9fb3lDsNzyluLDtAmRSqAFJywDLEXswR9Q5JW+uB5Dtf0k6B9gHyKRQA5LGNDh0F7Fa9SJwdOx4moBtN2tAm3qRtCexPW8K4G3gH8CcREP/QyVtY/vq8iKsjJ8Uf9qV20hbd3wfx3u27uaqaxskzQOsAsxN9L55BXjA9t2lBlZtcxFbRZp5ANihA7EMN/8iGnun1h0C3FQMQui5NzWApJWJ5tJLkj+vbclEz4B5D6g39W5PYkvu92sTQoWHiH5ulZNJoeb2JTLUo4GL6/yPb+R1YNpBi6rCiv3ulwOr0rwcNG+uB967QMurB8NUw9XVwm4NXjfNpxKlGpK+DpxIbGPY1/b9NceWJm4EfylpZdv3lRNlZVwN3F92EF1uwQav92zP3Y/YVnpAg/NSDUlLEr//X+55qeawJb0IHJpVrf3yH6JxbzOzU/9BJ/VTMaBiCyIxlFpk+45iG865xFYcgAskzUyMVYfYeZF9mvoppxBOkr8S3/EfK3Ze7AM8S/0FufFM2OC/MnL7WBOSFrP9WNlxdBNJPye+OC8mGvY+SzTtnUhmugeOpBmIapepbC9cdjxpeJN0KzG9cUXbH9U5LuLn9Tnb3+h0fFWRjaaHBknTET+vF9uuXB+BTpK0GnAtsSj5s+K/nwLeIZp0Lg9sRVQQXQJsVe8akeqTdCnwOWCZetNyJE1NJJH/bnuDDodXWU0mvE4DzEdsg16cOhNLU9+KBeNtgJWIaaRvAQ8Dl9h+pMzYqiqnEE46SfsCPwK+aPvB4vp5KfAVYAvbl9V5zynA12zP19loJ10mhWpI+iJRpvhL26/VOT4tUepYO3puH9sPdi7KapP0GnC97S3KjqWbNOl50XPDsilxw/393JaXyibpdeAw2yc0OWdvoorofzoXWbVkUmjoKG4ed7W9QNmxDFXFPdQTxHb8DW0/3OTcrYjtJGNt79OhECtP0vLE9LF7gb1rx1FLWpGowP4C8GXbt5QSZAX1MeEVYgv06cR3ViYxU6lyCuHAKJJAdwOLEEnK+YhKywttb1fn/BHA08D9tr/euUgHRm4fm9BoYBrbZ/Y+UDQ7+y3xy3Q/MA74EnCrpGVsP9vJQCvMQO+JGGnS9dXz4kngENundCKYlPowOTG+s5k3iT5OKVXB5ERPrNTYtkTPm1WbJYQAbF9UVLiOkXS27ZxQ2ALb9xbbcc4Hbpf0LvAC8TA4HTHRbZdMCLWt0YTX8UTlxeNZdZGGkJxCOABsvytpdeBwYHXiWeoooFH/0W8Q14RKTiHMSqEaxer16bb3rXPsUODA4vh3i9fmIFZjrrI9qqPBVpSkK4F/2d657Fi6SZNJA+OB12339QCeUsdIuo9oKLtdk3POB1axvWin4qoaSecBZ9VWA6TOK66/dxDX2qXKjmeoknQ1MJvtL7Z4voDHgatt7z2owXWZmu04KwKzEdtx7gUusP1cmbFVkaTJbX9YdhxVJ2lxYBPgUttP1Lw+C9FvtJ53gE0z6da6nEKY+iMrhSY0HTBRHxtJnyaaSj0GfJz8KSY6XURc4FJr9iJWr7a0XclM6lCU/ZdSxVwMHCnpV7av7H1Q0sbA/5IrWE3Z3r7sGIaDJlMJe7bnrkFM0duvUzFV1DLAT1s92bYlXQusPXghdadiMEpuFR84L0q6GDi/djBCatuuxHd7763jUxLX0WeIBGaPyYFFib44uU26dTmFMLUtk0ITeoNPut3XOqh4fX/b43sde5q4KUyt+R7Ri+lnRQ+GB4jPvbcc8Z1S9xoNfB24TNJNRBnz88SNzNrAesT+7aNLizClTzRabf2I2DpyKzDa9rUdi6iaZiO2MrXjSWLbWUpluhkYCYyS9DBwHvAz2zltrD1rAtfVa4Je2MX273r+UVQLPkr0wMmkUOtyCmFqWyaFJnQvsBo1qyuSlgG2A/5o+6o675mmI5F1j9qb62WKP/XkiO82SdoI2IWYPDIDMKLOabY9U0cDS6kX2+9L+jJwMPEzW1sJ8F/gDGA/22/Ve39KnWS73rU0tW9aoiFvO7K3WBOStunve7NBfetsb1E0St+YqFo5BjhG0m+IBNG1ub2sJXPSuIJlon4mRbXglcRnnlp3O7CtpBObTCHcluiPmxKQSaHeziYqWL4DXAQsRoxM/YjGK4WfB3J/dovy5npwSNoZOI34Ur2L+JnMFYA0ZBU3KvtLOoAoD+/pe/FY9g5IKaWWnM+ED9ONpmP1ZrLyoi223yG2Pl9c9MD5BpGsuBx4VdLPiJ5N95cX5ZA3E1HFUk+jn91niUbpqXVHEdPHbpHUaArhwsB3SoovDUHZaLqXYs/wlkz4Jbu77dPqnDsjseXhKtv9Xq1JaVJJegKYGljT9pNlx5NSSt1I0peICtcZiIebcfkQ2JpirPcNRH/GVi0GrG17ssGJqtok3UU0k36C+Gx/QYvVWLbvGcTQhg1JnyIerr9P7B54CDgHONd2u5VxXU3Si8AJtnv3FGr2nt2Bo2zPMHiRdR9JmxBJ4+mJReLeUwh3s31OaQGmISeTQnVI2pwYPfcGcHmjL05JXwE2JyaSZQleKk0xdvZw20eWHUtKzRQl+JsAqwBzE8nMV4D7gV/n6Ok0FBUjfM8HPsOEK9om+uRtY/vvJYRWGUVSqD+cSaHGipX/vYDNiO235wNjc4FocBUT3jYlngPWJKZkXQ7MAaxPPEP8IB+8P1E0jn/P9qZtvOcs4Eu2Fx+8yLpTTiFM7cikUOqoYiRtK2x7o0ENpotIepS4yGdj3n6SdCAwL7Cr7Y+K1w5q8e22ffigBdclJG0PHAfMQjxYv0bcSM9CrLB+BFxCrGC9XlKYKU1A0lLEttw3iIl4dwAvEauuXySmkwKsYPvlUoJMw56keYgJuSOBmYHfAmNqG/emSSNpdj5JBK1OfI/dQGzFu9L2u8V5cxGDVfYERtk+vZSAhxhJ2wJnAsvY7rNiUNLMwN+Ai2z/3yCHl9Kwlkmh1FGSnqZOMzmivHG24tgLwHjbC3YwtEor+mD9H/D5LFfuH0kvAbMCcxfjfNtZ2c6V7D4UJeBjgMeBI4gJJK/WHP8ssDXxc/w8sGrP/4eUyiTpUmBlYLl604aKB8X7iK3kozodX0q1JE1DVAeMApYA/kpcey8o+uKkNknahUgErUb0Y30Q+CkxgewfTd53ErBx3s8GSSOIquDJgTVs/7PJuZMDVwLrAItnJWb/FJ/jZ/lky/Pjzof/VEcmhdKQUaysHEE0nf1qVgrUJ2nWBocOBNYCDiUeUOp+frUP4ukTkuYEprP9t5rXZmv1/ZnAaKxYwX6KqLbYsFniUtJiwI3Ag7Y36FCIXaN4IPwafU8hzOmOLZL0T+A02wc3OedQYFvbC3QssJT6IGk9olplXaLS7RzglHzAbk+xQPQP4OfAhbYbTdDq/b49iK39OUGvIGkhYsutifvWn9feExSJo3WAI4HliTH1Z5URa5UVzwrHEX1yp6459BpwKvFzmUM9+qGYTL4cUZHZ6B7rpDqvD2mZFEpDjqTrgJds71h2LENRcXPS6BdXTY4BkBUtqdMkHQLsByxs+/kWzl8DuAlYx/aNgxpcF5G0JHA9MBfNpxBlZVsbip5tu9s+u8k5I4Gf2J660TkplUXSIsCOwC5EZfZ1uUW/dZI2AK7v2VrexvtmJhabXhiUwCpK0qeJ6c5fIpoeP05UsUxHLAxPC7wJfNf2xWXFWVXFguYfiQljVzPxlueNiLH169j+oKw4q6b4XC8HVqUL77FyJH0ain4DHEzcwKSJHUYfiZ808LIEd5KsQdxQ95kQArB9SzFVZxuiaii1ZjSREDqS6HHxnO33yg2pK7wALNLHOYsAWYWZhhxJUxEPMWsRI8GfIpLuqUW2f9PP971GVGakGkWT49UkrU00SF8WmJNolH5j8efC3DHQbwcBnya26N3W69gJxeCE3xMN6o/tdHAV9hNiC+nFxD3Ws8TPbFfISqE05Eg6HviO7enLjiWlLMGddEW/prG2f9zGew4HvmV74cGLrLtIehv4qe3vlB1LN5E0BtgKWN7203WOL0BMdLna9nYdDS6lBiTND3yXWGCblUgEjQauyQWN5toYMtFbDp1IpSv6t15je/cm5/wEWN325zoWWMVJeo1Y4Nyi7FgGQ1YKpSGj2Ee8JXETM67kcFJqpQR3f2BVSVmC29wsQMOGkg08T3zOqXXvAA+XHUQXOhL4BnCfpOOIaUPPE1VZawP7FucdVk54KX2iqL4YBWwIvE9s0xlt+y+lBlYthxAV2f8ltjK1ykAmhVLZ5gL66nv1ALBDB2LpJgZ6V151jUwKpY6S9GCDQ9MAcxOVGG8C3+9YUBUkaS/g28R+4P+0cP4iwC+AvWzfOtjxdZEswR0YUxIPJ+14l7gupNb9mhiT/JOyA6kySf9TOxXH9suSVgcuIIYh1D70CXgU2Kq2SX1KnSRpOmBbYDdgcWLL40HAmTkEoV9+SYyef434vT8PyObcqSr+A8zexzmzE/dZqXW3AMuUHcRgye1jLZK0KDAH8Jdij3BqgaQpa7fWSLqF+v1wxhNfvvcC59l+qSMBVpSkccCr7UxnkvRn4CHb2w9eZN0lS3AHRtEcfVvbP23jPdsC51axWV9ZJM1C3LRcAfw4q9f6R9JbwOnAsb1HJktaFvgCMBvwFnCv7Ts6HmRKfLzgsxuwHdHvbhyxRewy2+NLDK3yiqmZo4CRxJSha4ExOfwgDXWSLiUmkC5Tr6+gpKmB+4G/55TX1hVbxW8H9rF9ScnhDLhMCvVB0pZEBcA8xUsb2P5dcewrROn44Zkoqk/S88DRxGpV9l0ZIK2MSK7znuOIceBLDF5k3UXSe8TUoYbjUCXtRJTmt1NiPqwUSaHnaa/h5szAPJkUqk/S1Q0OTQusSTQ9fgSo16jTOXmoMUnnA/9LVLfVTQ6lNBRI+pCoVnuW2OJ8T6vvtX3hYMXVTSRNQ1RhjSKqsB4BxhD927qmyWzqHpKWJ1of3AvsbfvOmmMrAicRixtftn1LKUFWUNFfcE5iO/mDxBa8N+qcatt7dDK2gZBJoSYkfQ24imjO9zvgGGD9mqTQjMCTwNm29y8rzqGsqAxaDXiRTA4NmFaSFXXeMwo4zPYsgxdZd5H0DyLhc1STc35IrBrM2rnIqqVJhWCfbK85sNF0h6KKrb9f4La90ACG03UkfQY4kE+SQ6cBx2VyaGBJmpfYCr0UUekyos5pmcRsoEi490clRyaXTdJ6wJ7AusQix9nAqbafKTGslCYiaRPgfGB6YpvYC0SfxumAD4DdbJ9TWoAV1Mb1tpLX10wKNSHpTuAD26tLmpNoMPtxUqg450RgPdtLlhXnUFf0YjiUT5JDRwFnZXKo/4pkxfG2j2/jPd8t3pMVLS3KEtyUhrciOfQjInHRkxw61va/Sg2sC0hak+iDNS3x0PJvYit5b5nEbKCYMNYvmcjoP0mLAXsAWwNTAb8itpZ1bRPaVD3FsJRtgBWp2fIMXGD7uTJjS0NPJoWaKMb7HmD75CZJodw60qIiOXQI0Qg1k0OTQNINwJu2N2njPacRpaKLDF5k3SVLcFNKAJIW4pPk0AfApcRQhFqVLBkvi6R7gIWAzYEbc0x6qhpJMxGJoSOISreHbC9balAppdQPOX2suffp+zOak/orW6mXYurVmpJWI5JDY4D9JJ1N/ZvrkzocYpVcAZwkaTHbj/V1sqSZgW8Clw92YN3E9r1FX7Hzgdsl1SvB3SUTQmmokfQlYkrGDMQkknG27y81qAqz/TdJFwGfBVYmeoxMdBpRPZBaswRwtO0byg4kpXZJmhv4DrAjMCPR5H90mTFVjaRVahfbmpx3su09OxBSSi0ptj7X3mP9ueqTHrNSqAlJVwGfsr1SvUqhoqfQA8BztlcrL9LqKSZmnEVsKaunkvsxO0XSFESzw/HAms2mtRXnXgmsByxr+y+dibJ7ZAluqgpJqxBJzM8QDWh7GLgT2MZ2jlZug6SvAz8kfv9fJSoEx9ruvZiR2lD0xTrB9tiyY0mpVUXCfRSwMXEPdjGxY+ChMuOqomJHxha2r2lwfDLgAuBb+UzQmKRt+vvebDjfHkkLA2cAa/S8RNxffQRcAuxh+9Vyops0mRRqQtJSxNaRK4CTiakO6xOJoLWAg4BFgY0aXdDShCQtDewPbEb8Al0AjKVO9/bc796cpCWI0YgfEZVXP7X9Rs3xEUQi6MdENntf28eVEGpKqQOK76y7iOvpscAdxGLGp4AvAvsUp65g++VSgqwISQK+BewHLAn8EziBmPr4dpmxdQtJBxKf8So5wTUNZUX/wG8DuwNLE9fVU4Ezql4dUCZJ44DliIrr83odm5qobt+A+Jx3LSHESigaINc+0KvRub3kAnwbJM0H3E1UB53JxPdYOwNPAytXcdEok0J9KFZdLwLmJ37JxhPTMQT8F9iznQlQw1XxOe5PXNzfA84Fjskqi0kjaUHi53Nl4mfzCaJZ57REwnI64B3g+7bPKCvOlNLgKxqjrwwsV68RsqTZgfuAq2yP6nR8VSFpZ+AHwIJE/7tjif5375YaWJcpEm+nAJsUf9/HxFvJAcgGvqkMRSPv3YAdgFmBPxFbxC61/WGZsXWDIvFzMbAR8KOeSa9Fr6Zrie+zA2wfXV6UQ5+ku4hK1ieAG4BfAC0tXti+ZxBD6yqSziN+Vley/Xid458hrhGn2z6g0/FNqkwKtUDS5MDXgJWAWYitIw8TN9aVLBHrFEnrEsmgVYkk2hnEWN9/lBpYl5G0NnFjvRyxvek94FngZuD8/Dntv6LZ9EhiClmzkcnLdDSwlHqR9E+ikuXgJuccCmxre4GOBVYxxarrM8DRwHk5DGFwFEmhHxN9mKZmwpXuj08jV7NThxX3VKOADYlq7MuJLWLjSg2sCxXXgROJ68AY4Djgt8AiwA62Ly4xvMoohp/sRezE+C+xjXys7SfLjKubSHoBuMj2vk3OOQbYxPainYtsYGRSKA2q4ub6TaLM9gTb/y45pJRaJmljYsrQZETFwHPE6OSJ2F6zc5GlNLGiEfruts9ucs5I4Ce2p+5cZNUiaXtiO25WAgyi4ub5+8TK6qXENfaDeufaziEJqWNqtuM8C/wGaHUh07YPH7TAupik3YlWHe8Rg342ySEe7ZM0D5HQHAnMTCTYxtROzk79I+k9YLcW7rHG2p6mc5ENjEwKtaBoirwmMAfwc9t/KzmkyihWpU+2/Z+yY0mpXZIeAuYFNrN9U9nxpNSMpKeAy1pYxdra9tydiyyliRWVbfcRAzzyZjQNGUVSqD+yqq2Bouq6L18nEsXfJXZkfMz2vYMRV7eSNA0xIGUUMenxr0Ql1gW23ykztqqS9Cxwru1DmpxzCJE4mqNTcQ2UTAo1UZQ0ngrsRGwZMbBBzfSxLYi+A1vZfrS0QFNKg6KovDjW9kFlx5JSXySNAbYClrf9dJ3jCxBT8662vV1Hg0upF0mvAIfk9LGUul+dZsgNT2XipsmZbJsEktYD9gTWJQZRnAOckpNI21P0FFoHWLpeWw5JsxLDqMbZ/kan45tUmRRqQtI+RE+Bg4neLLcz4Uj6EcBDxP/8HUoLNKU0KCT9nSgDPbHsWLqNpLWIFazliBLnRr2aZupkXFUmaU6i8mIaoi/DDcDzwFzA2sC+xA32Clnxmsom6ULgfdsjy46lmxQVAl+j7z54e3Q0sDSsSdp2Ut5v+4KBimW4Kna+7AjsAkwPXGd7o3Kjqo6ikfQ9xECfg4AbbP9T0mzEPdaRxO6ClWw/UF6k/ZNJoSYkPQbcbXvr4mb7JWqSQsU5BwE72p6/rDhTSoND0o+Im+svZn+RgSNpS2JqHkQ/kWeJxogTsb19p+LqBsVN3wXEYITeq62PEpWt95URW0q1JM0CXA/8GjjRdkvTclJjkpYkPtO5aD6WOisvUhpGJE0FfBv4DrAC8BTRX3B0qYFVjKSVgUuATxP3WB8CkxPX238Tgzx+U16E/ZdJoSaKrSN72T6tSVJoJFGCN1VZcaaUBkexhfRMYH5gP+DBTA5NOkmPEivYa9Ub65kmnaRlgS8Q0wjfAu61fUepQaVUQ9KDwBTAosSN9fPUH6Oc0x1bJOkGogfmkcCFwHO23ys3qpQmVuy2eJIY331s2fF0K0nzEz2adgRmBW4CRgPXZC+3/qmZSr4iNfdYwJVVXtyYvOwAhrhXgDn7OGcJYrpWSqnCJL1J4/3u0wN3A+OLZHFvuc2pPQsAR2RCaPDYvh+4v/frkhYlqjK+2umYUurlVeKa2+pkp9S3lYGzsg9eGupsfyRpJqLHTRpgktYmtuhvSExz+xkw2vZfSg2sCxSLw1cWf7pGJoWauxLYUdLx9Q5KWpoY+Zdj/lKqvstprQlimnTPEJUBaQBIWgj4f8DrxJbniaY9SpoZOATYlebbSlLqCNtrlB1DF3qHXlObUhrCxgA7SLrAdt0t5Kl1kqYDtgV2AxYHXiB635xp+5UyY+s2kuYFliGq3v8D/Lnqn3FuH2ui6CL+RyLDehowFtiH+CVbi/jFew9Y2fYjZcWZkqRVbN/Zwnkn296zAyGl1JCk7xLlzCvYrld5lVokaSyfJHpElDHvafvc4vgI4rM+mChzvhrYz/Zj5UScUhosks4FZrC9edmxpNSXYkz9jsREpwuIQQkvU2eBLkfSN1b0EtwN2I5IUowjtohdZnt8iaF1HUkLA2cAa/S8VPw9nug1tEe9yWRVkEmhPkianfjF+ibQuynfn4Bds2lnKpukt4EtbF/T4PhkxBfut7K5ZCpbkXA/CFgVOIwY4Vm3hLyqX66dIGlX4BTgOuB84jtqC4rm6ESC6GJgaeAuYB/bfygl2IorVgW/DSxF84lOOcmlDklzANPZfrrsWLpZ0bz7FuAK4Me2Pyg3opQaqxlT3/NgXe+hNEfS90HSh8Tn9Cyx8HNPq++1feFgxdVtJM1HtJKYgeg3egfRb/hTxD3XzsDTRLFI5VrLZFKoRUVy6PPALMSN9sM50jcNFZLGEaO9d7F9Xq9jUxNbozYAzrC9awkhVoKkrYBNgJH1tuDUOX9h4Fjg8EwOt67XjWDTL6G8EWxM0n3Au7ZX7vX6ucDcRPn45ETl0KUlhNgVJK1JTMiaFniXmDBSb/XVthfqZGxVIel5YHZgnp4S+5rrQF9sO9sd9CLp6gaHpiWaTb8KPEJsK+0tE5ipdJK2o8Vt+zmSvrHiWtofmWxrg6TzgI2IkfMT9cQsRtb/iWiefkCn45tU+SXbItv/Bio5Yi4NC6sTFQFnS/qU7aMAiiZ+1xLNJ/e3fXSJMVbBzkSyvM+EEIDtJyUtQZQ/7z6okXWXw8j+TQNhMWJbWG+nEeXjjwGrFd9fqf+OBz4A1gVuzIkt/XIekaisvbaeSl4HJsXSNP78ni3+nq/B8fzc+6lo1j8H8Bfbr5UcTqXZPr/sGLrEgmUHMEysSzTyrzskxfZTks4GNgcyKdSNip4MC9K4ZDz3uqZS2X5X0mbAicCRkuYEjgN+CywCbG374jJjrIhFgHPafM9vgLUHIZauZfuQsmPoElNRf3JTzwPh8ZkQGhBLAEfbvqHsQKrK9oF1XstE+iSwvUDZMQwnkrYkKoPnKV7agGLQjKSvEPcBh2eiKHWa7WfKjmGYmB14oo9zngA+3YFYBlwmhZqQNAXxBbADMZK67mnEikuW36VSFavXe0l6CjgZ2Ilokr6+7VtKDK1KZgGea/M9zxAr4CkNNc+XHUCXeJnYipMmgaTpbb/Vj/dtavuKwYgppVZI+hox0vsmYujMMb1OuYPo6/YesH9Hg6s4SdMA3yAW5WZucJpt79GxoFKq72Vg3j7OmZdoM1M5mRRq7jjg/4CniC+B54h+AimVppjW0MydwBHA94E9gDdq35NVbU29CUzT5nveBaYbhFi6Vgs/wx/Ln9c+rV/0vKs1A7FYsZmkpeq8x7ZPGvzQusY5wK6SfppVAJPkDklfsf1iq2+Q9APgx+T9atskfYkJRyaPs31/qUFV1w+BO2yvU1RiT5AUsv2GpIuIfiOZFGpRsRXvZqJRb88iu2pOqe09mEmhVLYbgZGSxtQbglIMUdkRuLXjkQ2AbDTdhKR/AH8nejLkBIc0JLTRnLN3E9+c4NAHSX8AnrH9v2285yRgkyzlb10bP8PZaLqJbC7ZGZJETHnbpPj7PiKBPBHbt3UwtEqR9ArwNvBV2w/2ce5kRG+skcAjtuslN1MdklYhqlY+w8QP2HcC29j+ewmhVVYx4fUA2ycXSaGXiCrs39WcsxMw2va0ZcVZNZJ+TUwhHUlUYd0IXEbs0lgSOJxolL59PoelshWNpO8hhk0cBNxg+5+SZiO2jx5JVAqtZPuB8iLtn1x5aW4G4JK8EKUhZvuyA+hiVwMHSprH9gt9nVxMdtucGAGcWtfoZ3h6onnq1sCviJ5YqbFsLtk5rwMz0bhJem4l79sXgGuA2yV90/b19U6SNCMxMXNt4DrgW50LsdqKysDfAW8AezPxyOR9gNskrWD75dICrZ736fuZaU7qTyVMja0InGT7MgBJTwALFM9d90vaCPgDkRzar7ww03AkaUrb7/f8u2gkvQFwCXARYEkfEtcGEcmiTauYEIKsFGpK0h3AbbazFDSlYUDS9MCTxJbRdW2/3cf5ZxMJjlVt39mBEIeFoqT8D8BI278qO540vEk6htiO+yfgUuBFYhrZRGxf3sHQKqeYiPlLYmT6brbP6nV8AWJi5uLEFv79ctpb6yRdSkwbXc72v+ocn52odLvK9qhOx1dVkq4CPmV7pXqVQkUi8wHgOdurlRdptUh6Ffih7TOKfx8JrGJ7zZpz9gb2tp29G1NHSXoeOBo4szY5JGly4GtEUnM2oofQvcCVfT03DGWZFGpC0hrEzcuqtv9abjQp1VdMx3sSON32sWXHU3VFH4bfExOcvmf72jrnLE6MqV4fGGt7z44GOQwUN4cb2l627FjS8Cbpn8SD9PqZoJh0xXfWaOC7wLG2f1i8vhJwFTAjsJPtn5UWZEUVP6un2T64yTmHAtvmlufWFRVYfwSuIAZ53EN8/z8ArEVsJVkU2Mj2NSWFWTmS7gbu6klQStocOBuYo+chXNIPieTwTOVFmoYjSbcAqxELQRMlh7pNbh8rSNq0waFfAPdKOoe4KXy93kk5GSOVxfZHxerrG2XH0g1s31EkhC8Bri76YPyZKAudlhhP/dni9GPJppKD5V988jmnVKbJgGsyITQwbH8EjJL0MDC2qA66DjgTeAVY3fbdJYZYZTPS9wTN54jtZKlFth+WtB6xZWSr4uVrgRHEtpH/At/JhFDbLgP2kXSA7TeAG4hn05MlHUf0Z9mdSL6l1FG215C0OnAoMAbYT9JRwFndmBzKSqFCTeNT9XVuHdm0M5VK0sHAhsTN9H/LjqcbSJoC2AbYGFieKBF9j6gguplYjX20tAC7WFGaezswj+35yo4nDW+SLgTetz2y7Fi6jaS1iIrsWYjteZvY/ke5UVWXpKeAy2zv2+ScY4CtcztO+2q2jaxE/My+BTxMbMebaBpRaq7YdrcP0bD31uK1nYmG/iOK094G1rP9x3KiTAmK5NAhwOpE5VDXJYcyKVQo/mf3W8/FLKUyFCO+dwTWAS4gqtpepk5D1BzxncrWpDJzGmA+4NtET5GjbR/QscBSqkPSLMD1wK+BE6vcM6BMkr7X4NDCRMP+k4B36xy37ZMGLbAuImkMUcmyvO2n6xxfgOh9cbXt7ToaXEotkrQk0XfsA+A6231Vv6XUEZJWY8Lk0NlMPI20kt9ZmRRKqQvUqXRrOB0nq9pS2VqozHwbOB3Yt9hqklJpJD0ITEH0DPkQeJ74Ge3NtpfpZGxVUvze90d+b7WoaIJ8H5FgP47YjvM8MBcxzW1f4rq7gu2/lRVnVUlahEhWzAH8PD/D/pG0IPBlogL7OeB62/8uN6qUWlNcB84i+g3VU8nvrOwpNImKKTkn2v5q2bGkYW0H6ieCUhqK1mzw+njgNeDxbirJTZX3KnF9zW1Nk2bBsgPodrZfLirfLwCOIEZ59xDwKLBVJjPaI0nAqcBOxLYmA3cDfyuObwH8gPhsc1t5E0W7gwOY8Bn0bUl72j6npLBS6pOkpYk+opsBHxFVQmPpkp6uWSlUh6SFgP9HNJW+2/Z/6pwzM1E+tivxOU7ZyRhTSimllFKqR9KywBeoGZls+45Sg6ooSfsQ04cOJnoK3s6EI+lHAA8B42zvUFqgQ5ykzYBLgduAY4CngfmBUcQ0t01sX11agCnVIWkVIhm0AdFb9FzgmG7b1phJoV4kjaVI9BR/3gL2tH1ucXwEMUb1YOKL9mpiVOJj5UScUkoppZRS37LCvX2SHiMWibcutui9RE1SqDjnIGBH2/OXFedQJ+lmYivjkrbH9zp2HbCI7UVKCS6lXiStSySDViUmDJ4BHNetwxBy+1gNSbsCuxGjUc8nxtBuAZxRjE59C7gYWBq4C9jY9h/KiTalCUmaBvgGsAgwc4PTbHuPjgWVUgNFc/SRwOeAGfhk0kit7NGSOkrSHMB09Zr0pjRU9afCvZPxdYEFgNF9nPMi8KnBD6XSlgNG904IFUYD10la1PbjHY4rpXp+SzSRPhY4odv7XmVSaEI7E6Wftasnv5B0LnAYMQ1ncmAL25eWEWBK9RQrfzcTNyRi4ia+rnk9k0KpVJI2JkrIJyNupJ+j/tShlDrtPmB2SfPYfgUmaIzeF9vO+6rUUfUq3Iv+LE0r3EsKt6peAebs45wlmHgKUZrQjMCzDY49Tvz8zlv8d0plOxw4uV6SvRvlzcuEFiO+NHs7DRgHPAas1u2ZwlRJJwDTEZVtNwE3ApcR2e0liQvb68D2ZQWYUo3DicrLzWzfVHYwKdU4D5gbqL0JPJVs5J+GoKxw75grgR0lHV/vYNGAdiTwu3rH0wQ+aPD6O8Xf+WyahgTb9XICXSt7CtUoVgO3s31hr9d79g+P7Fl5SWkokfQycKrtQ4t//xJ43fZOxb9HAH8AbrWdK4SpVJLeBY61fVDZsaSUUlVJug941/bKvV4/l0hu9lS475kV7v0naVbgj8D7xELxWGAf4AVgLWBbogHtyrYfKSvOoa54zroE+HOdwzMABxETnf7a65htnzTI4aU0rGU2tj3Plx1ASg1MwYTjkp8AVun5h+2PJF0G7E2WjafyvUSMnk9pyJE0ve23+vG+TW1fMRgxpdRAVrh3gO1XJX2R6HszmtjmVFs19Cdg10wItWTL4k8jO9V5zUAmhVIaRJkUmtj6kmbv9doMxAVpM0lL1XlPZrBT2Z4Can827wd2lzSl7feL16YktpilVLZzgC0kjbH9YdnBpNTLHZK+YvvFVt8g6QfAj8n7qtRZUzHhglCPnr4tx2dCaGAUn+O3Je0BfB6Yhdie97Dtv5UaXHUsWHYAKaX6cvtYjaKssT9se7IBDSalNkjalyhlXsj2G5JmISrbLgCOIxr3XQI8ZXu18iJNCSQJOBOYn6hcezCTQ2mokPQK8DbwVdsP9nHuZERVxkjgEdv1Fo5SGhQttD2YYGx6GjyS/gdYzPZtZceSUkrtyhWtCWUGO1XVacD0xLjPW23/R9JewCnALsU5bwP7lhRfGqYkvUnjJr3TA3cD44s+Q73Z9kyDFlxK9X0BuAa4XdI3bV9f7yRJMwKXA2sTjX6/1bkQU/pYVrgPDRsA5xLNvlNKqVKyUiilLiZpSWBNYtrDdbafKzmkNMxIOp9JmNxkOyfmpY6TNBPwS+L6uZvts3odXwC4lmjkexywn/OGKnVYVrgPHZK2Bc7NzzWlVEVZKZRShUlaEPgyMBvwHHB9bf8A238B/lJSeClhe7uyY0ipXbZfl7QB0VT2dEkL2f4hgKSVgKuAGYGtbf+svEjTMJcV7imllCZZJoVSqihJBwMHMOHv8duS9rR9TklhpZRSV7D9ETBK0sPA2KI66DqiH9YrwOq27y4xxDTM2X6m7BhSSilV34iyA0gptU/SZsQY2juBDYElga8AtwFnSvp6ieGlNAFJW0m6vGiA3sr5C0u6QtJygx1bSn2xfQawPrAOcD4x3XGFTAillFJKqRtkT6GUKkjSzcBcwJK2x/c6dh2wiO1FSgkupV4k3UZ836zaxnseA26wvfvgRZbSxCR9r8GhhYHNgZOARo3Rs3lvShXX5BrQzOeBb2ZPoZRSFWVSKKUKkvQaMNr2wXWOrUdscVjc9uOdji2l3iS9BJxj+0dtvOckYG3bSw9eZClNLJv3pjS85TUgpTTcZE+hlKppRuDZBsceBwTMW/x3SmWbhWiE3o5ngLkHIZaU+pLNe1Ma3vIakFIaVjIplFJ1fdDg9XeKv/P3Ow0VbwLTtPmed4HpBiGWlJrK5r0pDW95DUgpDTf50JhSda0vafY6r88AGNhM0lK9jmXPi1SGx4EV23zPZ4GXByGWlFJKKaWUUiF7CqVUQbnfPVWJpH2BA4HP2n6hhfOnBp4EbrG91WDHl1JKKaWU0nCVSaGUKkjS/P19b5ZFp06TND2R5HkKWNf2232cfzawPbCq7Ts7EGJKKaWUUkrDUiaFUkopDTpJXwJ+TzRI/57ta+ucszhwPLA+MNb2nh0NMqWUUkoppWEmk0IppZQ6QtIXgEuA+YBXgD8D/wamBZYg+ggBHAvs7/yCSimllFJKaVBlUiillFLHSJoC2AbYGFgemA14j6gguhk4zfajpQWYUkoppZTSMJJJoZRSSimllFJKKaVhaETZAaSUUkoppZRSSimlzsukUEoppZRSSimllNIwlEmhlFJKKaWUUkoppWEok0IppZRSSimllFJKw1AmhVJKKaWUUkoppZSGoUwKpZRSSimllFJKKQ1D/x/7Zwq/blBs4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "g = sns.barplot(data=df_1, x='president', y='value', hue='variable', ci=None, palette = \"binary_r\")\n",
    "\n",
    "plt.legend(loc = 2, fontsize='xx-large', title_fontsize='70')\n",
    "plt.xticks(rotation=90, size=20)\n",
    "plt.yticks(rotation=0, size=18)\n",
    "\n",
    "ax=g\n",
    "\n",
    "for p in ax.patches:\n",
    "    ax.annotate(\"%.0f\" % p.get_height(), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
    "                ha='center', va='center', fontsize=25, color='black', xytext=(0, 10),\n",
    "                textcoords='offset points')\n",
    "\n",
    "\n",
    "plt.xlabel('', size=18)\n",
    "plt.ylabel('', size=20)\n",
    "plt.grid(True)\n",
    "plt.savefig('figure_6.tiff', dpi=600, bbox_inches='tight')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figrue A1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= pd.read_excel(r\"  .xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert 'Date' to datetime\n",
    "df['Date'] = pd.to_datetime(df['Date'])\n",
    "\n",
    "# Extracting year and month from the 'Date' column\n",
    "df['Year-Month'] = df['Date'].dt.to_period('M')\n",
    "\n",
    "# Find the minimum 'Year-Month' for each President and sort by that\n",
    "min_dates = df.groupby('President')['Year-Month'].min().reset_index()\n",
    "min_dates = min_dates.sort_values(by='Year-Month')\n",
    "sorted_presidents = min_dates['President'].tolist()\n",
    "\n",
    "# Group by 'President' and 'Year-Month' and count the frequency\n",
    "grouped = df.groupby(['President', 'Year-Month']).size().reset_index(name='Frequency')\n",
    "\n",
    "# Calculate nrows and ncols for subplots\n",
    "nrows = int(math.ceil(math.sqrt(len(sorted_presidents))))\n",
    "ncols = nrows if nrows * (nrows - 1) < len(sorted_presidents) else nrows - 1\n",
    "\n",
    "# Set up the plots\n",
    "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(15,15))\n",
    "axes = axes.flatten()\n",
    "\n",
    "# Plot individual subplots for each sorted President\n",
    "for i, president in enumerate(sorted_presidents):\n",
    "    president_df = grouped[grouped['President'] == president]\n",
    "    ax = axes[i]\n",
    "    ax.plot(president_df['Year-Month'].astype(str), president_df['Frequency'], marker='o')\n",
    "    \n",
    "    # Adding gridlines\n",
    "    ax.yaxis.grid(True)\n",
    "    \n",
    "    # Adding average line\n",
    "    avg_frequency = president_df['Frequency'].mean()\n",
    "    ax.axhline(y=avg_frequency, color='r', linestyle='--', label=f'Avg = {avg_frequency:.2f}')\n",
    "    \n",
    "    ax.set_title(president, fontsize=24)  # Increase the fontsize of the title\n",
    "    ax.set_ylabel(' ')\n",
    "    ax.tick_params(axis='y', labelsize=16)  # Increase the size of y-axis numbers\n",
    "    \n",
    "    # Set x-axis ticks to only unique years and rotate for better readability\n",
    "    unique_years = president_df['Year-Month'].dt.year.unique().astype(str)\n",
    "    ax.set_xticks(unique_years)\n",
    "    ax.tick_params(axis='x', rotation=45, labelbottom=False)  # Hides the x-axis tick labels\n",
    "    ax.tick_params(axis='x', rotation=45, color='white')\n",
    "\n",
    "# Remove empty subplots\n",
    "for i in range(len(sorted_presidents), nrows * ncols):\n",
    "    fig.delaxes(axes[i])\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
